Project : WeRateDogs Wrangle and Analyse Data

Table of Contents

Introduction

The purpose of this project is to wrangle and analyse the dataset which is gathered from csv file , tsv file which is hosted on udacity server and must be downloaded programmatically and the entire set of json data from WeRateDogs Twitter archive from twitter API using Python's Tweepy library which needs to be assessed ,cleaned and analyzed.
In [ ]:

Importing necessary Libraries

In [1]:
import numpy as np
# importing numpy with alias as np

import pandas as pd
# importing pandas with alias as pd

import matplotlib.pyplot as plt
# importing  matplotlib.pyplot with alias as plt 

%matplotlib inline
# This is the magic word used so that the visualizations using matplotlib will be plotted inline  within the jupyter notebook
In [2]:
pd.set_option('display.max_columns',None)
# We want to look at all of the columns in the output,so we set the option to display all of them.
In [3]:
pd.set_option('display.max_rows',None)
# We want to look at all of the rows in the output,so we set the option to display all of them.
In [4]:
pd.set_option('display.expand_frame_repr',False)
# print full dataframe across multiple lines
In [5]:
pd.set_option('max_colwidth', 1000)
# sets max width to 1000px, per column.
In [6]:
import seaborn as sns
# Importing seaaborn with alias as sns
In [7]:
import requests
# The requests module allows you to send HTTP requests using Python

import os
# OS module provides allows you to interface with the underlying operating system that Python is running on
In [8]:
import tweepy
# download the json data from twitter
In [9]:
import json
# for encoding and decoding json data
In [211]:
from PIL import Image
# Python Imaging Library that adds support for opening, manipulating, and saving many different image file formats.

from io import BytesIO
# The io module provides Python's main facilities for dealing with various types of I/O
In [ ]:

Gathering Data

In [ ]:

Twitter Archive

In [10]:
twitter_archive = pd.read_csv('twitter-archive-enhanced.csv')
# read the csv file
In [11]:
twitter_archive.head()
# first five rows of the dataframe
Out[11]:
tweet_id in_reply_to_status_id in_reply_to_user_id timestamp source text retweeted_status_id retweeted_status_user_id retweeted_status_timestamp expanded_urls rating_numerator rating_denominator name doggo floofer pupper puppo
0 892420643555336193 NaN NaN 2017-08-01 16:23:56 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Phineas. He's a mystical boy. Only ever appears in the hole of a donut. 13/10 https://t.co/MgUWQ76dJU NaN NaN NaN https://twitter.com/dog_rates/status/892420643555336193/photo/1 13 10 Phineas None None None None
1 892177421306343426 NaN NaN 2017-08-01 00:17:27 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Tilly. She's just checking pup on you. Hopes you're doing ok. If not, she's available for pats, snugs, boops, the whole bit. 13/10 https://t.co/0Xxu71qeIV NaN NaN NaN https://twitter.com/dog_rates/status/892177421306343426/photo/1 13 10 Tilly None None None None
2 891815181378084864 NaN NaN 2017-07-31 00:18:03 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Archie. He is a rare Norwegian Pouncing Corgo. Lives in the tall grass. You never know when one may strike. 12/10 https://t.co/wUnZnhtVJB NaN NaN NaN https://twitter.com/dog_rates/status/891815181378084864/photo/1 12 10 Archie None None None None
3 891689557279858688 NaN NaN 2017-07-30 15:58:51 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Darla. She commenced a snooze mid meal. 13/10 happens to the best of us https://t.co/tD36da7qLQ NaN NaN NaN https://twitter.com/dog_rates/status/891689557279858688/photo/1 13 10 Darla None None None None
4 891327558926688256 NaN NaN 2017-07-29 16:00:24 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Franklin. He would like you to stop calling him "cute." He is a very fierce shark and should be respected as such. 12/10 #BarkWeek https://t.co/AtUZn91f7f NaN NaN NaN https://twitter.com/dog_rates/status/891327558926688256/photo/1,https://twitter.com/dog_rates/status/891327558926688256/photo/1 12 10 Franklin None None None None
In [12]:
twitter_archive.shape
Out[12]:
(2356, 17)
In [13]:
twitter_archive['tweet_id'][1000]
# random tweet_id
Out[13]:
747963614829678593
In [ ]:

Image Predictions

In [14]:
url = ' https://d17h27t6h515a5.cloudfront.net/topher/2017/August/599fd2ad_image-predictions/image-predictions.tsv'
# url where tsv file is hosted 

response = requests.get(url)
In [15]:
response
# response is successful
Out[15]:
<Response [200]>
In [16]:
folder_name = 'image-predictions'
In [17]:
# Make directory if it doesn't already exist
if not os.path.exists(folder_name):
    os.makedirs(folder_name)
In [15]:
# writing the content into the file
with open(os.path.join(folder_name,url.split("/")[-1]),mode = 'wb') as file:
        file.write(response.content)
In [18]:
image_prediction = pd.read_csv('image-predictions\image-predictions.tsv',sep = '\t')
# read the tsv file
In [19]:
image_prediction.head()
# first five rows of tsv file
Out[19]:
tweet_id jpg_url img_num p1 p1_conf p1_dog p2 p2_conf p2_dog p3 p3_conf p3_dog
0 666020888022790149 https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg 1 Welsh_springer_spaniel 0.465074 True collie 0.156665 True Shetland_sheepdog 0.061428 True
1 666029285002620928 https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg 1 redbone 0.506826 True miniature_pinscher 0.074192 True Rhodesian_ridgeback 0.072010 True
2 666033412701032449 https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg 1 German_shepherd 0.596461 True malinois 0.138584 True bloodhound 0.116197 True
3 666044226329800704 https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg 1 Rhodesian_ridgeback 0.408143 True redbone 0.360687 True miniature_pinscher 0.222752 True
4 666049248165822465 https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg 1 miniature_pinscher 0.560311 True Rottweiler 0.243682 True Doberman 0.154629 True
In [ ]:

Twitter API Data

https://stackoverflow.com/questions/28384588/twitter-api-get-tweets-with-specific-id

In [14]:
twitter_key = "HIDDEN"
twitter_secret_key = "HIDDEN"
twitter_token = "HIDDEN"
twitter_token_secret = "HIDDEN"
In [15]:
auth = tweepy.OAuthHandler(twitter_key,twitter_secret_key)
auth.set_access_token(twitter_token,twitter_token_secret)
In [16]:
api = tweepy.API(auth_handler=auth, wait_on_rate_limit=True, wait_on_rate_limit_notify=True)
In [24]:
random_tweet = api.get_status(twitter_archive['tweet_id'][1000] , tweet_mode = 'extended')
In [25]:
json_data = random_tweet._json
In [26]:
json_data
Out[26]:
{'created_at': 'Wed Jun 29 01:23:16 +0000 2016',
 'id': 747963614829678593,
 'id_str': '747963614829678593',
 'full_text': 'PUPPER NOOOOO BEHIND YOUUU 10/10 pls keep this pupper in your thoughts https://t.co/ZPfeRtOX0Q',
 'truncated': False,
 'display_text_range': [0, 70],
 'entities': {'hashtags': [],
  'symbols': [],
  'user_mentions': [],
  'urls': [],
  'media': [{'id': 747963600220917761,
    'id_str': '747963600220917761',
    'indices': [71, 94],
    'media_url': 'http://pbs.twimg.com/media/CmFM7ngXEAEitfh.jpg',
    'media_url_https': 'https://pbs.twimg.com/media/CmFM7ngXEAEitfh.jpg',
    'url': 'https://t.co/ZPfeRtOX0Q',
    'display_url': 'pic.twitter.com/ZPfeRtOX0Q',
    'expanded_url': 'https://twitter.com/dog_rates/status/747963614829678593/photo/1',
    'type': 'photo',
    'sizes': {'thumb': {'w': 150, 'h': 150, 'resize': 'crop'},
     'medium': {'w': 937, 'h': 632, 'resize': 'fit'},
     'small': {'w': 680, 'h': 459, 'resize': 'fit'},
     'large': {'w': 937, 'h': 632, 'resize': 'fit'}}}]},
 'extended_entities': {'media': [{'id': 747963600220917761,
    'id_str': '747963600220917761',
    'indices': [71, 94],
    'media_url': 'http://pbs.twimg.com/media/CmFM7ngXEAEitfh.jpg',
    'media_url_https': 'https://pbs.twimg.com/media/CmFM7ngXEAEitfh.jpg',
    'url': 'https://t.co/ZPfeRtOX0Q',
    'display_url': 'pic.twitter.com/ZPfeRtOX0Q',
    'expanded_url': 'https://twitter.com/dog_rates/status/747963614829678593/photo/1',
    'type': 'photo',
    'sizes': {'thumb': {'w': 150, 'h': 150, 'resize': 'crop'},
     'medium': {'w': 937, 'h': 632, 'resize': 'fit'},
     'small': {'w': 680, 'h': 459, 'resize': 'fit'},
     'large': {'w': 937, 'h': 632, 'resize': 'fit'}}}]},
 'source': '<a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a>',
 'in_reply_to_status_id': None,
 'in_reply_to_status_id_str': None,
 'in_reply_to_user_id': None,
 'in_reply_to_user_id_str': None,
 'in_reply_to_screen_name': None,
 'user': {'id': 4196983835,
  'id_str': '4196983835',
  'name': 'WeRateDogs®',
  'screen_name': 'dog_rates',
  'location': '「 DM YOUR DOGS 」',
  'description': 'Your Only Source For Professional Dog Ratings Instagram and Facebook ➪ WeRateDogs partnerships@weratedogs.com ⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀',
  'url': 'https://t.co/Wrvtpnv7JV',
  'entities': {'url': {'urls': [{'url': 'https://t.co/Wrvtpnv7JV',
      'expanded_url': 'https://blacklivesmatters.carrd.co',
      'display_url': 'blacklivesmatters.carrd.co',
      'indices': [0, 23]}]},
   'description': {'urls': []}},
  'protected': False,
  'followers_count': 8780713,
  'friends_count': 16,
  'listed_count': 5587,
  'created_at': 'Sun Nov 15 21:41:29 +0000 2015',
  'favourites_count': 146141,
  'utc_offset': None,
  'time_zone': None,
  'geo_enabled': True,
  'verified': True,
  'statuses_count': 12366,
  'lang': None,
  'contributors_enabled': False,
  'is_translator': False,
  'is_translation_enabled': False,
  'profile_background_color': '000000',
  'profile_background_image_url': 'http://abs.twimg.com/images/themes/theme1/bg.png',
  'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme1/bg.png',
  'profile_background_tile': False,
  'profile_image_url': 'http://pbs.twimg.com/profile_images/1267972589722296320/XBr04M6J_normal.jpg',
  'profile_image_url_https': 'https://pbs.twimg.com/profile_images/1267972589722296320/XBr04M6J_normal.jpg',
  'profile_banner_url': 'https://pbs.twimg.com/profile_banners/4196983835/1591077312',
  'profile_link_color': 'F5ABB5',
  'profile_sidebar_border_color': '000000',
  'profile_sidebar_fill_color': '000000',
  'profile_text_color': '000000',
  'profile_use_background_image': False,
  'has_extended_profile': False,
  'default_profile': False,
  'default_profile_image': False,
  'following': False,
  'follow_request_sent': False,
  'notifications': False,
  'translator_type': 'none'},
 'geo': None,
 'coordinates': None,
 'place': None,
 'contributors': None,
 'is_quote_status': False,
 'retweet_count': 2137,
 'favorite_count': 5754,
 'favorited': False,
 'retweeted': False,
 'possibly_sensitive': False,
 'possibly_sensitive_appealable': False,
 'lang': 'en'}
In [39]:
json_data['id']
Out[39]:
747963614829678593
In [27]:
json_data['user']
Out[27]:
{'id': 4196983835,
 'id_str': '4196983835',
 'name': 'WeRateDogs®',
 'screen_name': 'dog_rates',
 'location': '「 DM YOUR DOGS 」',
 'description': 'Your Only Source For Professional Dog Ratings Instagram and Facebook ➪ WeRateDogs partnerships@weratedogs.com ⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀',
 'url': 'https://t.co/Wrvtpnv7JV',
 'entities': {'url': {'urls': [{'url': 'https://t.co/Wrvtpnv7JV',
     'expanded_url': 'https://blacklivesmatters.carrd.co',
     'display_url': 'blacklivesmatters.carrd.co',
     'indices': [0, 23]}]},
  'description': {'urls': []}},
 'protected': False,
 'followers_count': 8780713,
 'friends_count': 16,
 'listed_count': 5587,
 'created_at': 'Sun Nov 15 21:41:29 +0000 2015',
 'favourites_count': 146141,
 'utc_offset': None,
 'time_zone': None,
 'geo_enabled': True,
 'verified': True,
 'statuses_count': 12366,
 'lang': None,
 'contributors_enabled': False,
 'is_translator': False,
 'is_translation_enabled': False,
 'profile_background_color': '000000',
 'profile_background_image_url': 'http://abs.twimg.com/images/themes/theme1/bg.png',
 'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme1/bg.png',
 'profile_background_tile': False,
 'profile_image_url': 'http://pbs.twimg.com/profile_images/1267972589722296320/XBr04M6J_normal.jpg',
 'profile_image_url_https': 'https://pbs.twimg.com/profile_images/1267972589722296320/XBr04M6J_normal.jpg',
 'profile_banner_url': 'https://pbs.twimg.com/profile_banners/4196983835/1591077312',
 'profile_link_color': 'F5ABB5',
 'profile_sidebar_border_color': '000000',
 'profile_sidebar_fill_color': '000000',
 'profile_text_color': '000000',
 'profile_use_background_image': False,
 'has_extended_profile': False,
 'default_profile': False,
 'default_profile_image': False,
 'following': False,
 'follow_request_sent': False,
 'notifications': False,
 'translator_type': 'none'}
In [28]:
json_data['user']['followers_count']
Out[28]:
8780713
In [29]:
json_data['user']['friends_count']
Out[29]:
16
In [30]:
json_data['retweet_count']
Out[30]:
2137
In [32]:
json_data['favorite_count']
Out[32]:
5754
In [20]:
file_name = 'tweets_in_json.txt'
In [21]:
if not os.path.isfile(file_name):
    open(file_name,'w').close()
In [22]:
df_list = []
# List of dictionaries to build and convert to a DataFrame later
In [38]:
tweet_id_errors = {}
tweet_count = 0
with open(file_name,'w') as file:
    for each_tweet_id in twitter_archive['tweet_id']:
        try:
            each_tweet = api.get_status(each_tweet_id , tweet_mode = 'extended')
            file.write(json.dumps(each_tweet._json) + '\n')
            print(str(tweet_count) + '_' + str(each_tweet_id))
            tweet_count += 1
            
        except Exception as e:
            print(str(tweet_count) + '_' + str(each_tweet_id) + ":" + str(e))
            tweet_id_errors[str(tweet_count) + '_' + str(each_tweet_id)] = each_tweet._json
            tweet_count += 1
            
            
            
            

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Rate limit reached. Sleeping for: 291

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Rate limit reached. Sleeping for: 391

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In [23]:
with open(file_name , 'r') as file:
    for each_line in file.readlines():
        tweet_in_json = json.loads(each_line)
        tweet_id = tweet_in_json['id']
        retweet_count = tweet_in_json['retweet_count']
        favorite_count = tweet_in_json['favorite_count']
        df_list.append({'tweet_id' : tweet_id ,'favorite_count' : favorite_count,'retweet_count' : retweet_count})
In [24]:
twitter_archive_website = pd.DataFrame(df_list,columns = ['tweet_id','favorite_count','retweet_count'])
In [ ]:
In [ ]:

Assessing Data

In [ ]:

Twitter Archive

In [25]:
twitter_archive.head()
Out[25]:
tweet_id in_reply_to_status_id in_reply_to_user_id timestamp source text retweeted_status_id retweeted_status_user_id retweeted_status_timestamp expanded_urls rating_numerator rating_denominator name doggo floofer pupper puppo
0 892420643555336193 NaN NaN 2017-08-01 16:23:56 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Phineas. He's a mystical boy. Only ever appears in the hole of a donut. 13/10 https://t.co/MgUWQ76dJU NaN NaN NaN https://twitter.com/dog_rates/status/892420643555336193/photo/1 13 10 Phineas None None None None
1 892177421306343426 NaN NaN 2017-08-01 00:17:27 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Tilly. She's just checking pup on you. Hopes you're doing ok. If not, she's available for pats, snugs, boops, the whole bit. 13/10 https://t.co/0Xxu71qeIV NaN NaN NaN https://twitter.com/dog_rates/status/892177421306343426/photo/1 13 10 Tilly None None None None
2 891815181378084864 NaN NaN 2017-07-31 00:18:03 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Archie. He is a rare Norwegian Pouncing Corgo. Lives in the tall grass. You never know when one may strike. 12/10 https://t.co/wUnZnhtVJB NaN NaN NaN https://twitter.com/dog_rates/status/891815181378084864/photo/1 12 10 Archie None None None None
3 891689557279858688 NaN NaN 2017-07-30 15:58:51 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Darla. She commenced a snooze mid meal. 13/10 happens to the best of us https://t.co/tD36da7qLQ NaN NaN NaN https://twitter.com/dog_rates/status/891689557279858688/photo/1 13 10 Darla None None None None
4 891327558926688256 NaN NaN 2017-07-29 16:00:24 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Franklin. He would like you to stop calling him "cute." He is a very fierce shark and should be respected as such. 12/10 #BarkWeek https://t.co/AtUZn91f7f NaN NaN NaN https://twitter.com/dog_rates/status/891327558926688256/photo/1,https://twitter.com/dog_rates/status/891327558926688256/photo/1 12 10 Franklin None None None None
In [26]:
twitter_archive.shape
Out[26]:
(2356, 17)
In [27]:
twitter_archive.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 2356 entries, 0 to 2355
Data columns (total 17 columns):
 #   Column                      Non-Null Count  Dtype  
---  ------                      --------------  -----  
 0   tweet_id                    2356 non-null   int64  
 1   in_reply_to_status_id       78 non-null     float64
 2   in_reply_to_user_id         78 non-null     float64
 3   timestamp                   2356 non-null   object 
 4   source                      2356 non-null   object 
 5   text                        2356 non-null   object 
 6   retweeted_status_id         181 non-null    float64
 7   retweeted_status_user_id    181 non-null    float64
 8   retweeted_status_timestamp  181 non-null    object 
 9   expanded_urls               2297 non-null   object 
 10  rating_numerator            2356 non-null   int64  
 11  rating_denominator          2356 non-null   int64  
 12  name                        2356 non-null   object 
 13  doggo                       2356 non-null   object 
 14  floofer                     2356 non-null   object 
 15  pupper                      2356 non-null   object 
 16  puppo                       2356 non-null   object 
dtypes: float64(4), int64(3), object(10)
memory usage: 313.0+ KB
In [28]:
twitter_archive.duplicated().sum()
Out[28]:
0
In [29]:
twitter_archive.describe()
Out[29]:
tweet_id in_reply_to_status_id in_reply_to_user_id retweeted_status_id retweeted_status_user_id rating_numerator rating_denominator
count 2.356000e+03 7.800000e+01 7.800000e+01 1.810000e+02 1.810000e+02 2356.000000 2356.000000
mean 7.427716e+17 7.455079e+17 2.014171e+16 7.720400e+17 1.241698e+16 13.126486 10.455433
std 6.856705e+16 7.582492e+16 1.252797e+17 6.236928e+16 9.599254e+16 45.876648 6.745237
min 6.660209e+17 6.658147e+17 1.185634e+07 6.661041e+17 7.832140e+05 0.000000 0.000000
25% 6.783989e+17 6.757419e+17 3.086374e+08 7.186315e+17 4.196984e+09 10.000000 10.000000
50% 7.196279e+17 7.038708e+17 4.196984e+09 7.804657e+17 4.196984e+09 11.000000 10.000000
75% 7.993373e+17 8.257804e+17 4.196984e+09 8.203146e+17 4.196984e+09 12.000000 10.000000
max 8.924206e+17 8.862664e+17 8.405479e+17 8.874740e+17 7.874618e+17 1776.000000 170.000000
In [30]:
twitter_archive.tweet_id.duplicated().sum()
Out[30]:
0
In [31]:
twitter_archive['source'].value_counts()
Out[31]:
<a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a>     2221
<a href="http://vine.co" rel="nofollow">Vine - Make a Scene</a>                          91
<a href="http://twitter.com" rel="nofollow">Twitter Web Client</a>                       33
<a href="https://about.twitter.com/products/tweetdeck" rel="nofollow">TweetDeck</a>      11
Name: source, dtype: int64
In [32]:
twitter_archive['text'].value_counts()
Out[32]:
Please stop sending in saber-toothed tigers. This is getting ridiculous. We only rate dogs.\n...8/10 https://t.co/iAeQNueou8                                                 1
Here's a puppo participating in the #ScienceMarch. Cleverly disguising her own doggo agenda. 13/10 would keep the planet habitable for https://t.co/cMhq16isel               1
This is Ralph. He's an interpretive dancer. 10/10 https://t.co/zoDdPyPFsa                                                                                                    1
Just received another perfect photo of dogs and the sunset. 12/10 https://t.co/9YmNcxA2Cc                                                                                    1
This is Tyrone. He's a leaf wizard. Self-motivated. No eyes (tragic). Inspirational af. 11/10 enthusiasm is tangible https://t.co/pRp1Npucbz                                 1
This is Bode. He's a heavy sleeper. 9/10 https://t.co/YMkxhGWUqv                                                                                                             1
This is Kyle (pronounced 'Mitch'). He strives to be the best doggo he can be. 11/10 would pat on head approvingly https://t.co/aA2GiTGvlE                                    1
@roushfenway These are good dogs but 17/10 is an emotional impulse rating. More like 13/10s                                                                                  1
Here's a very large dog. He has a date later. Politely asked this water person to check if his breath is bad. 12/10 good to go doggo https://t.co/EMYIdoblMR                 1
This is Ellie. She's secretly ferocious. 12/10 very deadly pupper https://t.co/BF4BW8LUgb                                                                                    1
This is Benji. He's Air Bud. It's a low effort costume but he pulls it off rather h*ckin well. 12/10 would happily get dunked on https://t.co/IbzT7DJvBo                     1
Meet Cupcake. I would do unspeakable things for Cupcake. 11/10 https://t.co/6uLCWR9Efa                                                                                       1
This pic is old but I hadn't seen it until today and had to share. Creative af. 13/10 very good boy, would pet well https://t.co/4kD16wMA1Z                                  1
Say hello to Clarence. He's a western Alkaline Pita. Very proud of himself for dismembering his stuffed dog pal 8/10 https://t.co/BHxr9O7wJY                                 1
Here we are witnessing a rare High Stepping Alaskan Floofer. 12/10 dangerously petable (vid by @TheMrsNux) https://t.co/K4s9IJh2jm                                           1
Just wanted to share this super rare Rainbow Floofer in case you guys haven't seen it yet. 13/10 colorful af https://t.co/CaG9MzD3WT                                         1
This is Oakley. He has a massive tumor growing on his head. Seems benign tho. 10/10 would pet around tumor https://t.co/7GQ7BTxywN                                           1
RT @Lin_Manuel: 11/10 would recommend. https://t.co/pnUF69K4xk                                                                                                               1
This is Smokey. He's having some sort of existential crisis. 10/10 hang in there pupper https://t.co/JmgF4dMpw0                                                              1
This is Emma. She can't believe her last guess didn't hit. Convinced ur stacking them on top of each other. 10/10 https://t.co/JRV1dhBYwu                                    1
Martha is stunning how h*ckin dare you. 13/10 https://t.co/9uABQXgjwa                                                                                                        1
This is Buddy. He's gaining strength. Currently an F4 tornado with wind speeds up to 260mph. Very devastating. 9/10 https://t.co/qipZbshNsR                                  1
RT @dog_rates: This is Bruce. He never backs down from a challenge. 11/10 you got this Bruce https://t.co/aI7umZHIq7                                                         1
This is Snicku. He's having trouble reading because he's a dog. Glasses only helped a little. Nap preferred. 12/10 would snug well https://t.co/cVLUasbKA5                   1
RT @dog_rates: This is Coco. At first I thought she was a cloud but clouds don't bork with such passion. 12/10 would hug softly https://t.c…                                 1
This is Shikha. She just watched you drop a skittle on the ground and still eat it. Could not be less impressed. 12/10 superior puppo https://t.co/XZlZKd73go                1
This is an East African Chalupa Seal. We only rate dogs. Please only send in dogs. Thank you... 10/10 https://t.co/iHe6liLwWR                                                1
This is Hobbes. He was told he was going to the park. Ended up at the vet. H*ckin bamboozled. Quite pupset with you. 12/10 https://t.co/SSQE06XClS                           1
This is Bailey. He thinks you should measure ear length for signs of growth instead. 12/10 https://t.co/IxM9IMKQq8                                                           1
This is Dallas. Her tongue is ridiculous. 11/10 h*ckin proud af https://t.co/h4jhlH4EyG                                                                                      1
Vine will be deeply missed. This was by far my favorite one. 14/10 https://t.co/roqIxCvEB3                                                                                   1
This is a Wild Tuscan Poofwiggle. Careful not to startle. Rare tongue slip. One eye magical. 12/10 would def pet https://t.co/4EnShAQjv6                                     1
We only rate dogs. Pls stop sending in non-canines like this Jamaican Flop Seal. This is very very frustrating. 9/10 https://t.co/nc53zEN0hZ                                 1
Meet Tupawc. He's actually a Christian rapper. Doesn't even understand the concept of dollar signs. 10/10 great guy https://t.co/mCqgtqLDCW                                  1
Meet Banjo. He's a Peppercorn Shoop Da Whoop. Nails look lethal. Skeptical of luminescent orb 11/10 stay woke pupper https://t.co/H7NZFumpKq                                 1
This is Emmy. She was adopted today. Massive round of pupplause for Emmy and her new family. 14/10 for all involved https://t.co/cwtWnHMVpe                                  1
When a single soap orb changes your entire perception of the universe... 10/10 https://t.co/9eCXpVExJc                                                                       1
Here is a horned dog. Much grace. Can jump over moons (dam!). Paws not soft. Bad at barking. 7/10 can still pet tho https://t.co/2Su7gmsnZm                                  1
Neat dog. Lots of spikes. Always in push-up position. Laid a shit ton of eggs earlier. Super stellar pup. 10/10 https://t.co/ODqrL3zXYE                                      1
This is Kreg. He has the eyes of a tyrannical dictator. Will not rest until household is his. 10/10 https://t.co/TUeuaOmunV                                                  1
This is Steven. He's inverted af. Also very helpful. Scans anything you want for free. Takes him a while tho. 7/10 https://t.co/tA0ZiQ7JcG                                   1
This is Jeffrey. He wasn't prepared to execute such advanced barkour. Still 11/10 would totally pet https://t.co/MuuwkkLrHh                                                  1
Meet George. He looks slightly deflated but overall quite powerful. Not sure how that human restrained him. 12/10 would snug with permission https://t.co/o6E0hB3xZl         1
RT @dog_rates: This is Riley. His owner put a donut pillow around him and he loves it so much he won't let anyone take it off. 13/10 https:…                                 1
Say hello to Brutus and Jersey. They think they're the same size. Best furiends furever. Both 11/10 would pet simultaneously https://t.co/rkhCFfDtxB                         1
This is Geno. He's a Wrinkled Baklavian Velveeta. Looks sad but that's just the extra skin. 11/10 would smoosh face https://t.co/Kxda28JmQ2                                  1
This is Louie. He's making quite a h*ckin mess. Doesn't seem to care. 12/10 jubilant af https://t.co/Z2g2YWPzX2                                                              1
This is Gilbert. He's being chased by a battalion of miniature floof cows. 10/10 we all believe in you Gilbert https://t.co/wayKZkDRTG                                       1
This is Diogi. He fell in the pool as soon as he was brought home. Clumsy puppo. 12/10 would pet until dry https://t.co/ZxeRjMKaWt                                           1
Here's a wicked fast pupper. 12/10 camera could barely keep pup https://t.co/HtAR6gpUAu                                                                                      1
This is Klein. These pics were taken a month apart. He knows he's a stud now. 12/10 total heartthrob https://t.co/guDkLrX8zV                                                 1
This is Tyrus. He's a Speckled Centennial Ticonderoga. Terrified of floating red ball. Nifty bandana. 8/10 v petable https://t.co/HqM3YhCaaa                                 1
This is Rosie. She's a Benebark Cumberpatch. Sleepy af. 12/10 would snug for days https://t.co/NKuON5Al8i                                                                    1
This guy's dog broke. So sad. 9/10 would still pet https://t.co/BYiXJDEzv7                                                                                                   1
Meet Lilah. She agreed on one quick pic. Now she'd like to go mentally prepare for the onslaught of fireworks. 11/10 https://t.co/enCpXzZHkD                                 1
This is Timison. He just told an awful joke but is still hanging on to the hope that you'll laugh with him. 10/10 https://t.co/s2yYuHabWl                                    1
Can't do better than this lol. 10/10 for the owner https://t.co/yrqGyMZhW6                                                                                                   1
RT @rachaeleasler: these @dog_rates hats are 13/10 bean approved https://t.co/nRCdq4g9gG                                                                                     1
This is Sage. He likes to burn shit. 10/10 https://t.co/nLYruSMRe6                                                                                                           1
Happy Easter from the squad! 🐇🐶 13/10 for all https://t.co/YMx4KWJUAB                                                                                                        1
Guys I'm getting real tired of this. We only rate dogs. Please don't send in other things like this Bulbasaur. 3/10 https://t.co/t5rQHl6W8M                                  1
Exotic handheld dog here. Appears unathletic. Feet look deadly. Can be thrown a great distance. 5/10 might pet idk https://t.co/Avq4awulqk                                   1
This is Balto. He's very content. Legendary tongue slippage. 12/10 would pet forever https://t.co/T7Jr4Gw4sC                                                                 1
This is Oscar. He's a world renowned snowball inspector. It's a ruff job but someone has to do it. 10/10 great guy https://t.co/vSufMAKm3C                                   1
This is Hamrick. He's covered in corn flakes. Silly pupper. Looks congested. 7/10 considerably petable https://t.co/ROPZcAMQKI                                               1
This is Flurpson. He can't believe it's not butter. 10/10 https://t.co/XD3ort1PsE                                                                                            1
HE'S TRYING TO BE HIS OWN PERSON LET HIM GO 13/10\nhttps://t.co/LEZ8jR5txd                                                                                                   1
Say hello to Lily. She's not injured or anything. Just wants everyone to hear her. 9/10 clever af https://t.co/3xqGVH0Dhw                                                    1
Say hello to Cody. He's been to like 80 countries and is way more cultured than you. He wanted me to say that. 10/10 https://t.co/Iv3flDTpXu                                 1
Everybody stop what you're doing and watch this video. Frank is stuck in a loop. 13/10 (Vid by @klbmatty) https://t.co/5AJs8TIV1U                                            1
This is Franklin. He's a yoga master. Trying to get rid of those rolls. Dedicated af. 11/10 keep it up pup https://t.co/S712MJXulD                                           1
This is Walter. He won't start hydrotherapy without his favorite floatie. 14/10 keep it pup Walter https://t.co/r28jFx9uyF                                                   1
This pupper had to undergo emergency haircut surgery so he could hear again. 10/10 miraculous af https://t.co/fUyDIFkBwx                                                     1
This is Arnie. He's afraid of his own bark. 12/10 would comfort https://t.co/ObT2tSxXit                                                                                      1
This is Goose. He's a womanizer. Cheeky as h*ck, but also deep. Tongue slip game on another level. 13/10 will steal your girl https://t.co/V2WlACRJCN                        1
This is Shnuggles. I would kill for Shnuggles. 13/10 https://t.co/GwvpQiQ7oQ                                                                                                 1
Meet Ash. He's just a head now. Lost his body during the Third Crusade. Still in good spirits. 10/10 would pet well https://t.co/NJj2uP0atK                                  1
This is Lucy. She knits. Specializes in toboggans. 10/10 I'd buy a toboggan from Lucy https://t.co/YE2XDHy4Yk                                                                1
When you're so blinded by your systematic plagiarism that you forget what day it is. 0/10 https://t.co/YbEJPkg4Ag                                                            1
This is Butters. He's not ready for Thanksgiving to be over. 10/10 poor Butters https://t.co/iTc578yDmY                                                                      1
This appears to be a Mongolian Presbyterian mix. Very tired. Tongue slip confirmed. 9/10 would lie down with https://t.co/mnioXo3IfP                                         1
This is Panda. He's happy af. 11/10 https://t.co/IOAk9i4UvE                                                                                                                  1
For the last time, we only rate dogs. Pls stop sending other animals like this Duck-Billed Platypus. Thank you. 9/10 https://t.co/twxYcPOafl                                 1
This is Iroh. He's in a predicament. 12/10 someone help him https://t.co/KJAKO2kXsL                                                                                          1
This is Zoey. Her dreams of becoming a hippo ballerina don't look promising. 9/10 it'll be ok puppers https://t.co/kR1fqy4NKK                                                1
I just love this pic. 11/10 this pupper is going places https://t.co/P16uhh1PbI                                                                                              1
Here's a doggo that don't need no human. 12/10 independent af (vid by @MichelleLiuCee) https://t.co/vdgtdb6rON                                                               1
When you accidentally open up the front facing camera. 10/10 https://t.co/jDXxZARQIZ                                                                                         1
PUPPER NOOOOO BEHIND YOUUU 10/10 pls keep this pupper in your thoughts https://t.co/ZPfeRtOX0Q                                                                               1
This is Norman. Doesn't bark much. Very docile pup. Up to date on current events. Overall nifty pupper. 6/10 https://t.co/ntxsR98f3U                                         1
Here's a golden floofer helping with the groceries. Bed got in way. Still 11/10 helpful af (vid by @categoen) https://t.co/6ZRoZUWFmd                                        1
This is Rudy. He's going to be a star. 13/10 talented af (vid by @madalynrossi) https://t.co/Dph4FDGoMd                                                                      1
Here's a super supportive puppo participating in the Toronto  #WomensMarch today. 13/10 https://t.co/nTz3FtorBc                                                              1
*lets out a tiny screech and then goes into complete cardiac arrest* 12/10 https://t.co/az5PLGzVNJ                                                                           1
This is Ivar. She is a badass Viking warrior. Will sack your village. 10/10 savage af https://t.co/Dz6MiVssVU                                                                1
Meet Chevy. He had a late breakfast and now has to choose between a late lunch or an early dinner. 11/10 very pupset https://t.co/goy9053wC7                                 1
We only rate dogs. Please stop sending in non-canines like this Alaskan Flop Turtle. This is very frustrating. 10/10 https://t.co/qXteK6Atxc                                 1
This is Sweet Pea. She hides in shoe boxes and waits for someone to pick her. Then she surpuprises them. 13/10 https://t.co/AyBEmx56MD                                       1
This is Jett. He is unimpressed by flower. 7/10 https://t.co/459qWNnV3F                                                                                                      1
Ok last one of these. I may try to make some myself. Anyway here ya go. 13/10 https://t.co/i9CDd1oEu8                                                                        1
This is Daniel. He's a neat pup. Exotic af. Custom paws. Leaps unannounced. Would totally pet. 7/10 daaamn Daniel https://t.co/5XaR0kj8cr                                    1
RT @dog_rates: This is Sierra. She's one precious pupper. Absolute 12/10. Been in and out of ICU her whole life. Help Sierra below\n\nhttps:/…                               1
RT @dog_rates: I want to finally rate this iconic puppo who thinks the parade is all for him. 13/10 would absolutely attend https://t.co/5d…                                 1
RT @dog_rates: We are proud to support @LoveYourMelon on their mission to put a hat on every kid battling cancer. They are 14/10\n\nhttps://t…                               1
Say hello to Bobb. Bobb is a Golden High Fescue &amp; a proud father of 8. Bobb sleeps while the little pups play. 11/10 https://t.co/OmxouCZ8IY                             1
RT @SchafeBacon2016: @dog_rates Slightly disturbed by the outright profanity, but confident doggos were involved. 11/10, would tailgate aga…                                 1
Meet Trooper &amp; Maya. Trooper protects Maya from bad things like dognappers and Comcast. So touching. 11/10 for both https://t.co/c98k1IoZKy                              1
Say hello to Chipson. He's aerodynamic af. No eyes (devastating). 9/10 would make sure he didn't bump into stuff https://t.co/V62rIva61J                                     1
@JODYHiGHROLLER it may be an 11/10 but what do I know 😉                                                                                                                      1
This is Butter. She can have whatever she wants forever. 12/10 would hug softly https://t.co/x5gXRS1abq                                                                      1
We normally don't rate unicorns but this one has 3 ears so it must be super rare. 12/10 majestic af https://t.co/f9qlKiv39T                                                  1
RT @dog_rates: This is Tyrone. He's a leaf wizard. Self-motivated. No eyes (tragic). Inspirational af. 11/10 enthusiasm is tangible https:/…                                 1
This is Django. He's a skilled assassin pupper. 10/10 https://t.co/w0YTuiRd1a                                                                                                1
This is Leo. He's a personal triathlon coach. Currently overseeing this athlete's push-pups. H*ckin brutal. 13/10 would do all he asks of me https://t.co/FXZQtBcnTO         1
This is Hunter. He was playing with his ball minding his own business. Has no idea what happened to the carpet. 8/10 https://t.co/DbUTDI3u1R                                 1
This is Jaspers. He is a northeastern Gillette. Just got his license. Very excited. 10/10 they grow up so fast https://t.co/cieaOI0RuT                                       1
His name is Charley and he already has a new set of wheels thanks to donations. I heard his top speed was also increased. 13/10 for Charley                                  1
This is Lenox. She's in a wheelbarrow. Silly doggo. You don't belong there. 10/10 would push around https://t.co/oYbVR4nBsR                                                  1
Here we are witnessing a very excited dog. Clearly has no control over neck movements. 8/10 would still pet https://t.co/ICNIjSkrXs                                          1
Guys... I said DOGS with "shark qualities" or "costumes." Not actual sharks. This did me a real frighten ...11/10 https://t.co/DX1JUHJVN7                                    1
Meet Larry. He's a Panoramic Benzoate. Can shoot lasers out of his eyes. Very neat. Stuck in that position tho. 8/10 https://t.co/MAZx8MPF0S                                 1
This is Hero. He was enjoying the car ride until he remembered that bees are dying globally at an alarming rate. 11/10 https://t.co/cubFg7F4qQ                               1
Super rare dog here. Spiffy mohawk. Sharp mouth. Shits eggs. Cool chariot wheel in background. 6/10 v confident pup https://t.co/pcx8jm1J1K                                  1
This is Willow. She's the official strawberry taste tester. Palate delicate af. Currently noting the subtle piquancy of this one. 13/10 https://t.co/On7muWnWSQ              1
This is Louis. He's a rollercoaster of emotions. Incalculably fluffy. 12/10 would pet firmly https://t.co/17RGvOZO9P                                                         1
This is Marvin. He can tie a bow tie better than me. 11/10 https://t.co/81kzPgqjQ3                                                                                           1
Meet Penelope. She's a bacon frise. Total babe (lol get it like the movie). Doesn't bark tho. 5/10 very average dog https://t.co/SDcQYg0HSZ                                  1
Say hello to Peaches. She's a Dingleberry Zanderfloof. 13/10 would caress lots https://t.co/YrhkrTsoTt                                                                       1
This is Kody. He's a baller. Wishes he was a little bit taller. Double dribbles often. Still 12/10 would happily get dunked on https://t.co/PKSpmiefwN                       1
This is Cora. She rings a bell for treats. 12/10 precious af (vid by @skyehellenkamp) https://t.co/uUncaAGH18                                                                1
This is Reese and Twips. Reese protects Twips. Both think they're too good for seat belts. Simply reckless. 7/10s https://t.co/uLzRi1drVK                                    1
"Honestly Kathleen I just want more Ken Bone" 12/10 https://t.co/HmlEvAMP4r                                                                                                  1
@dhmontgomery We also gave snoop dogg a 420/10 but I think that predated your research                                                                                       1
This is Bentley. He got stuck on his 3rd homework problem. Picturing the best case scenario if he drops out. 10/10 https://t.co/7rS33sCKMS                                   1
This is Klevin. He doesn't want his family brainwashed by mainstream media. 10/10 (vid by @AshtonHose) https://t.co/ghhbMAFPW8                                               1
Meet Sojourner. His nose is a Fibonacci Spiral. Legendary af. 13/10 we must protect him at all costs https://t.co/r7W1NbkOtr                                                 1
This is Jerry. He's a Timbuk Slytherin. Eats his pizza from the side first. Crushed that cup with his bare paws 9/10 https://t.co/fvxHL6cRRs                                 1
Say hello to Maddie and Gunner. They are considerably pupset about bath time. Both 12/10 but Gunner needs your help\n\nhttps://t.co/JesYTzb1Jo https://t.co/5cncH08G1o       1
RT @dog_rates: This is Betty. She's assisting with the dishes. Such a good puppo. 12/10 h*ckin helpful af https://t.co/dgvTPZ9tgI                                            1
This is Hubertson. He's a Carmel Haberdashery. Enjoys long summer days on his boat. Very peaceful pupper. 10/10 https://t.co/vzCl35fKlZ                                      1
Say hello to Rorie. She's zen af. Just enjoying a treat in the sunlight. 10/10 would immediately trade lives with https://t.co/yctnFptdQ1                                    1
This is Maximus. He's training for the tetherball world championship. The grind never stops. 11/10 (vid by @Amuly21) https://t.co/VmFfWMjNkp                                 1
This is Bentley. Hairbrushes are his favorite thing in the h*ckin world. 12/10 impawsible to say no to https://t.co/HDloTYilWZ                                               1
This is Waffles. He's concerned that the dandruff shampoo he just bought is faulty. 11/10 tragic af https://t.co/BCB87qUU0h                                                  1
Everybody needs to read this. Jack is our first 14/10. Truly heroic pupper https://t.co/3m6bNGXWnM                                                                           1
This is Deacon. He's the happiest almost dry doggo I've ever seen. 11/10 would smile back https://t.co/C6fUMnHt1H                                                            1
RT @AaronChewning: First time wearing my @dog_rates hat on a flight and I get DOUBLE OPEN ROWS. Really makes you think. 13/10 https://t.co/…                                 1
This is just impressive I have nothing else to say. 11/10 https://t.co/LquQZiZjJP                                                                                            1
When bae says they can't go out but you see them with someone else that same night. 5/10 &amp; 10/10 for heartbroken pup https://t.co/aenk0KpoWM                             1
This is Oliver. You're witnessing one of his many brutal attacks. Seems to be playing with his victim. 13/10 fr*ckin frightening #BarkWeek https://t.co/WpHvrQedPb           1
This is Bell. She likes holding hands. 12/10 would definitely pet with other hand https://t.co/BXIuvkQO9b                                                                    1
There's a lot going on here but in my honest opinion every dog pictured is pretty fabulous. 10/10 for all. Good dogs https://t.co/VvYVbsi6c3                                 1
This is Sarge. Not even he knows what his tongue is doing, but it's pretty damn spectacular. 10/10 https://t.co/pIQEdbBxdL                                                   1
This is the best thing I've ever seen so spread it like wildfire &amp; maybe we'll find the genius who created it. 13/10 https://t.co/q6RsuOVYwU                             1
This is Dixie. She wants to be a ship captain. Won't let anything get in between her and her dreams. 11/10 https://t.co/8VEDZKHddR                                           1
Meet Godi. He's an avid beachgoer and part time rainbow summoner. Eyeliner flawless af. 13/10 would snug well https://t.co/BO936YdJdi                                        1
This is Theodore. He just saw an adult wearing crocs. Did him a frighten. Lost other ear back in nam. 12/10 hero af https://t.co/O4iw9NlLaQ                                  1
This is Bentley. He gives kisses back. 11/10 precious af (vid by @emmaallen25) https://t.co/9PnKkKzoUp                                                                       1
This is Kona. Yesterday she stopped by the department to see what it takes to be a police pupper. 12/10 vest was only a smidge too big https://t.co/j8D3PQJvpJ               1
This is Flash. He went way too hard celebrating Martin Luther King Day last night. 12/10 now he's having a dream in his honor https://t.co/bryVdNaRcu                        1
This is Albert AKA King Banana Peel. He's a kind ruler of the kitchen. Very jubilant pupper. 10/10 overall great dog https://t.co/PN8hxgZ9We                                 1
This is Ginger. She's having a ruff Monday. Too many pupper things going on. H*ckin exhausting. 12/10 would snug passionately https://t.co/j211oCDRs6                        1
This is Brody. He's a lifeguard. Always prepared for rescue. 12/10 would fake drown just to get saved by him https://t.co/olDmwNjOy1                                         1
Exotic underwater dog here. Very shy. Wont return tennis balls I toss him. Never been petted. 5/10 I bet he's soft https://t.co/WH7Nzc5IBA                                   1
This is Mookie. He really enjoys shopping but not from such high altitudes. Doin him quite the concern. 12/10 someone lower him https://t.co/beWUzGVKRM                      1
This is Bubba. He's a Titted Peebles Aorta. Evolutionary masterpiece. Comfortable with his body. 8/10 great pupper https://t.co/aNkkl5nH3W                                   1
This is Wiggles. She would like you to spot her. Probably won't need your help but just in case. 13/10 powerful as h*ck https://t.co/2d370P0OEg                              1
This is Obie. He is on guard watching for evildoers from the comfort of his pumpkin. Very brave pupper. 11/10 https://t.co/cdwPTsGEAb                                        1
This is Cheryl AKA Queen Pupper of the Skies. Experienced fighter pilot. Much skill. True hero. 11/10 https://t.co/i4XJEWwdsp                                                1
Here's a couple rufferees making sure all the sports are played fairly today. Both 10/10 would bribe with extra pets https://t.co/H9yjI9eo3A                                 1
Meet Clifford. He's quite large. Also red. Good w kids. Somehow never steps on them. Massive poops very inconvenient. Still 14/10 would ride https://t.co/apVOyDgOju         1
This is by far the most coordinated series of pictures I was sent. Downright impressive in every way. 12/10 for all https://t.co/etzLo3sdZE                                  1
RT @dog_rates: This is Rory. He's got an interview in a few minutes. Looking spiffy af. Nervous as h*ck tho. 12/10 would hire https://t.co/…                                 1
This is Buddy. He's testing out the water. Such caution. Much reserve. 12/10 https://t.co/FQZGSQIQLS                                                                         1
This is Oshie. 12/10 please enjoy (vid by @catherinec1389) https://t.co/VmtzwAuotq                                                                                           1
Meet Griswold. He's dapper as hell. Already pumped for next Christmas. 11/10 https://t.co/5NrpNDyFzN                                                                         1
This is Ruby. She just turned on the news. Officially terrified. 11/10 deep breaths Ruby https://t.co/y5KarNXWXt                                                             1
This is Neptune. He's a backpup vocalist for the Dixie Chicks. 13/10 (vid by @AmiWinehouse) https://t.co/tordvmaaop                                                          1
This is Aldrick. He looks wise af. Also exceptionally fluffy. Only two legs tho (unfortunate). 11/10 would still hug https://t.co/QwiCVLPMNL                                 1
When your roommate eats your leftover Chili's but you pretend it's no big deal cuz you fat anyway. 10/10 head up pup https://t.co/0nMgoue8IR                                 1
RT @dog_rates: This is Emmy. She was adopted today. Massive round of pupplause for Emmy and her new family. 14/10 for all involved https://…                                 1
Here's a pupper with squeaky hiccups. Please enjoy. 13/10 https://t.co/MiMKtsLN6k                                                                                            1
This is Charlie. He wants to know if you have a moment to talk about washing machine insurance policies. 11/10 would hear him out https://t.co/gAzPqT7uyk                    1
This is Ronnie. He hopes you're having a great day. Nifty tongue slip. 12/10 would pat head approvingly https://t.co/4fY2bsAm65                                              1
This is Tucker. He's out here bustin h*ckin ghosts. 13/10 dedicated af https://t.co/Ap477GhwXt                                                                               1
This is Phil. He's an important dog. Can control the seasons. Magical as hell. 12/10 would let him sign my forehead https://t.co/9mb0P2rjk2                                  1
Meet Pubert. He's a Kerplunk Rumplestilt. Cannot comprehend flower. Flawless tongue. 8/10 would pat head approvingly https://t.co/2TWxg0rgyG                                 1
Here's a pupper with some mean tan lines. Snazzy sweater though 12/10 https://t.co/DpCSVsl6vu                                                                                1
When you have a ton of work to do but then remember you have tomorrow off. 10/10 https://t.co/MfEaMUFYTx                                                                     1
This is Donny. He's summoning the demon monster Babadook. 6/10 Donny please no that won't be a good time for anyone https://t.co/kiW6Knb7Gp                                  1
RT @dog_rates: This is Leela. She's a Fetty Woof. Lost eye while saving a baby from an avalanche. 11/10 true h*ckin hero https://t.co/2lBg3…                                 1
Duuun dun... duuun dun... dunn  dun. dunn dun. dun dun dun dun dun dun dun dun dun dun dun dun dun dun dun. 10/10 https://t.co/9qdJ2Q1Cwx                                    1
This is Philippe from Soviet Russia. Commanding leader. Misplaced other boot. Hung flag himself. 9/10 charismatic af https://t.co/5NhPV8E45i                                 1
This is Kramer. He's a Picasso Tortellini. Tie couldn't be more accurate. Confident af. Runs his own business. 10/10 https://t.co/jIcVW0xxmH                                 1
This is Bailey. She has mastered the head tilt. 11/10 rather h*ckin adorable https://t.co/urhl90ZE1O                                                                         1
RT @dog_rates: Idk why this keeps happening. We only rate dogs. Not Bangladeshi Couch Chipmunks. Please only send dogs... 12/10 https://t.c…                                 1
This is Obi. He got camera shy. 12/10 https://t.co/feiPiq7z94                                                                                                                1
This is Koda. He is a South Australian deckshark. Deceptively deadly. Frighteningly majestic. 13/10 would risk a petting #BarkWeek https://t.co/dVPW0B0Mme                   1
Meet Bailey. She plays with her food. Very childish. Doesn't even need a battle helmet smh. Still cute though. 9/10 https://t.co/CLEOjxhTEx                                  1
This poor pupper has been stuck in a vortex since last week. Please keep her in your thoughts. 10/10 https://t.co/7ODQWHwYDx                                                 1
RT @dog_rates: Extremely intelligent dog here. Has learned to walk like human. Even has his own dog. Very impressive 10/10 https://t.co/0Dv…                                 1
This is Eriq. His friend just reminded him of last year's super bowl. Not cool friend\n10/10 for Eriq\n6/10 for friend https://t.co/PlEXTofdpf                               1
This is Trigger. He was minding his own business on stair when he overheard someone say they don't like bacon. 11/10 https://t.co/yqohZK4CL0                                 1
This is Mya (pronounced "mmmyah?"). Her head is round af. 11/10 would pat accordingly https://t.co/1dpEuALnY0                                                                1
Say hello to Divine Doggo. Must be magical af. 13/10 would be an honor to pet https://t.co/BbcABzohKb                                                                        1
There's going to be a dog terminal at JFK Airport. This is not a drill. 10/10  \nhttps://t.co/dp5h9bCwU7                                                                     1
Wow. Armored dog here. Ready for battle. Face looks dangerous. Not very loyal. Lil dog on back havin a blast. 5/10 https://t.co/SyMoWrp368                                   1
Meet Fabio. He's a wonderful pup. Can't stay away from the devil's lettuce but other than that he's a delight. 10/10 https://t.co/Qvj4JZGdQD                                 1
I've yet to rate a Venezuelan Hover Wiener. This is such an honor. 14/10 paw-inspiring af (IG: roxy.thedoxy) https://t.co/20VrLAA8ba                                         1
This pupper forgot how to walk. 12/10 happens to all of us (vid by @bbuckley96) https://t.co/KFTrkSOuu3                                                                      1
This is Jeffrey. He has a monopoly on the pool noodles. Currently running a 'boop for two' midweek sale. 13/10 h*ckin strategic https://t.co/PhrUk20Q64                      1
This is Lucy. She has a portrait of herself on her ear. Excellent for identification pupposes. 13/10 innovative af https://t.co/uNmxbL2lns                                   1
This is Bella. She's ubering home after a few too many drinks. 10/10 socially conscious af https://t.co/KxkOgq80Xj                                                           1
This is Steven. He has trouble relating to other dogs. Quite shy. Neck longer than average. Tropical probably. 11/10 would still pet https://t.co/2mJCDEJWdD                 1
For anyone who's wondering, this is what happens after a doggo catches it's tail... 11/10 https://t.co/G4fNhzelDv                                                            1
Meet Eve. She's a raging alcoholic 8/10 (would b 11/10 but pupper alcoholism is a tragic issue that I can't condone) https://t.co/U36HYQIijg                                 1
This is Kevon. He is not physically or mentally prepared to start his Monday. 10/10 totes relatable https://t.co/YVAJgWHzPW                                                  1
This is Mutt Ryan. He's quite confident at the moment. 12/10 rise pup! https://t.co/ZH5CvRlCxt                                                                               1
This is Franklin. He would like you to stop calling him "cute." He is a very fierce shark and should be respected as such. 12/10 #BarkWeek https://t.co/AtUZn91f7f           1
This is Koda. He dug a hole and then sat in it because why not. Unamused by the bath that followed. 12/10 https://t.co/SQhyqrr8px                                            1
This is Harnold. He accidentally opened the front facing camera. 10/10 get it together Harnold https://t.co/S6JHaSMtln                                                       1
This is Shadoe. Her tongue flies out of her mouth at random. Can't have a serious conversation with her. 9/10 https://t.co/Tytt15VquG                                        1
This is Lenny. He wants to be a sprinkler. 10/10 you got this Lenny https://t.co/CZ0YaB40Hn                                                                                  1
This is Nida. She's a free elf. Waited so long for this day. 11/10 https://t.co/3lE8Izgmkf                                                                                   1
@imgur for a polar bear tho I'd say 13/10 is appropriate                                                                                                                     1
This is Cecil. She's a Gigglefloof Poofer. Outdoorsy af. One with nature. 12/10 would strategically capture https://t.co/ijJB0DuOIC                                          1
This is Colin. He really likes green beans. It's tearing his family apart. 10/10 please pray for Colin https://t.co/ioFy0cmK03                                               1
We only rate dogs. Pls stop sending in non-canines like this Urban Floof Giraffe. I can't handle this. 11/10 https://t.co/zHIqpM5Gni                                         1
RT @dog_rates: This is Shaggy. He knows exactly how to solve the puzzle but can't talk. All he wants to do is help. 10/10 great guy https:/…                                 1
Meet Patrick. He's an exotic pup. Jumps great distances for a dog. Always gets injured when I toss him a ball. 3/10 https://t.co/Unz1uNrOzo                                  1
This is Cassie. She steals things. Guilt increases slightly each time. 12/10 would forgive almost immediately https://t.co/Ia19irLwyB                                        1
This is Darla. She commenced a snooze mid meal. 13/10 happens to the best of us https://t.co/tD36da7qLQ                                                                      1
This is actually a pupper and I'd pet it so well. 12/10\nhttps://t.co/RNqS7C4Y4N                                                                                             1
This is Sadie. She got her holidays confused. 9/10 damn it Sadie https://t.co/fm7HxOsuPK                                                                                     1
Meet Fizz. She thinks love is a social construct consisting solely of ideals perpetuated by mass media 11/10 woke af https://t.co/sPB5JMnWBn                                 1
Not familiar with this breed. No tail (weird). Only 2 legs. Doesn't bark. Surprisingly quick. Shits eggs. 1/10 https://t.co/Asgdc6kuLX                                       1
Say hello to Alice. I'm told she enjoys car rides and smells good. 12/10 would give her everything she could ever want https://t.co/yT4vw8y77x                               1
This is Fiona. She's an extremely mediocre copilot. Very distracting. Wink makes up for all the missed turns. 12/10 https://t.co/aF5MmpvPqN                                  1
This is Bruce. He's a rare pup. Covered in Frosted Flakes. Nifty gold teeth. Overall good dog. 7/10 would pet firmly https://t.co/RtxxACzZ8A                                 1
Downright inspiring 12/10 https://t.co/vSLtYBWHcQ                                                                                                                            1
This is Stormy. He's curly af. Already pupared for Coachella next year. 12/10 https://t.co/PHA1vtqqpt                                                                        1
RT @dog_rates: Here we see a rare pouched pupper. Ample storage space. Looks alert. Jumps at random. Kicked open that door. 8/10 https://t.…                                 1
Meet Solomon. He was arrested for possession of adorable and attempted extra pats on the head. 12/10 would post bail https://t.co/nFqLaOLUQA                                 1
This is Finley. He's an independent doggo still adjusting to life on his own. 11/10 https://t.co/7FNcBaKbci                                                                  1
This is Kanu. He's a Freckled Ticonderoga. Simply flawless. 12/10 would perform an elaborate heist to capture https://t.co/7vyAzIURrE                                        1
Some happy pupper news to share. 10/10 for everyone involved \nhttps://t.co/MefMAZX2uv                                                                                       1
So this just changed my life. 13/10 please enjoy  https://t.co/dsv4xAtfv7                                                                                                    1
What hooligan sent in pictures w/out a dog in them? Churlish af. 3/10 just bc that's a neat fluffy bean bag chair https://t.co/wcwoGOkZvz                                    1
Personally I'd give him an 11/10. Not sure why you think you're qualified to rate such a stellar pup.\n@CommonWhiteGirI                                                      1
Meet Zuzu. He just graduated college. Astute pupper. Needs 2 leashes to contain him. Wasn't ready for the pic. 10/10 https://t.co/2H5SKmk0k7                                 1
"Yep... just as I suspected. You're not flossing." 12/10 and 11/10 for the pup not flossing https://t.co/SuXcI9B7pQ                                                          1
Take all my money. 10/10 https://t.co/B28ebc5LzQ                                                                                                                             1
This is Chubbs. He dug a hole and now he's stuck in it. Dang h*ckin doggo. 11/10 would assist https://t.co/z1VRj1cYZf                                                        1
This is Jackson. There's nothing abnormal about him. Just your average really good dog. 10/10 https://t.co/3fEPpj0KYw                                                        1
This is Chompsky. He lives up to his name. 11/10 https://t.co/Xl37lQEWd0                                                                                                     1
*takes several long deep breaths* omg omg oMG OMG OMG OMGSJYBSNDUYWJO 12/10 https://t.co/QCugm5ydl6                                                                          1
This is Tommy. He's a cool dog. Hard not to step on. Won't let go of seashell. Not fast by any means. 3/10 https://t.co/0gY6XTOpn3                                           1
This is Chet. He's having a hard time. Really struggling. 7/10 hang in there pupper https://t.co/eb4ta0xtnd                                                                  1
This is Beau. He's trying to keep his daddy from packing to leave for Annual Training. 13/10 and now I'm crying https://t.co/7JeDfQvzzI                                      1
These are strange dogs. All have toupees. Long neck for dogs. In a shed of sorts? Work in groups? 4/10 still petable https://t.co/PZxSarAfSN                                 1
Say hello to Oliver. He thought what was inside the pillow should be outside the pillow. Blurry since birth. 8/10 https://t.co/lFU9W31Fg9                                    1
THE BRITISH ARE COMING\nTHE BRITISH ARE COMING\n10/10 https://t.co/frGWV7IP6J                                                                                                1
RT @dog_rates: This is Chelsea. She forgot how to dog. 11/10 get it together pupper https://t.co/nBJ5RE4yHb                                                                  1
Say hello to Petrick. He's an Altostratus Floofer. Just had a run in with a trash bag. Groovy checkered floor. 11/10 https://t.co/rwW7z1JAOF                                 1
This is Percy. He fell asleep at the wheel. Irresponsible af. 7/10 absolute menace on the roadway https://t.co/QHbvtvaw8E                                                    1
Say hello to Kenzie. She is a fluff ball. 12/10 you'd need to taser me for me to let go of her https://t.co/dph1UHNJrg                                                       1
#BarkWeek is getting rather heckin terrifying over here. Doin me quite the spooken. 13/10 (vid by @corgi_zero) https://t.co/eA7k1ZQslA                                       1
This is Jebberson. He's the reigning hide and seek world champion. 10/10 hasn't lost his touch https://t.co/VEFkvWCoHF                                                       1
This is Ken. His cheeks are magic. 13/10 (IG: ken_shiba) https://t.co/btzf1zTDeQ                                                                                             1
This is Ole. He's not sure how to gravity. 8/10 https://t.co/PsqqotpBBQ                                                                                                      1
Extremely rare pup here. Very religious. Always praying. Too many legs. Not overwhelmingly fluffy. Won't bark. 3/10 https://t.co/REyE5YKVBb                                  1
This is Asher. He's not wearing a seatbelt or keeping both paws on the wheel. Absolute menace on the roadways. 9/10 https://t.co/V3SWuHACkh                                  1
"Martha come take a look at this. I'm so fed up with the media's unrealistic portrayal of dogs these days." 10/10 https://t.co/Sd4qAdSRqI                                    1
This is Zeke the Wonder Dog. He never let that poor man keep his frisbees. One of the Spartans all time greatest receivers. 13/10 RIP Zeke https://t.co/zacX7S6GyJ           1
This sherk must've leapt out of the water and into the canoe, trapping the human. Won't even help paddle smh. 7/10 https://t.co/KubWEqOIgO                                   1
This is Jeremy. He hasn't grown into his skin yet. Ears hit the floor. Probably trips on them sometimes. 11/10 https://t.co/LqAMlFVBoY                                       1
RT @dog_rates: This is Scout. He really wants to kiss himself. H*ckin inappropriate. 11/10 narcissistic af https://t.co/x0gV2Ck3AD                                           1
This is life-changing. 12/10 https://t.co/SroTpI6psB                                                                                                                         1
This is Livvie. Someone should tell her it's been 47 years since Woodstock. Magical eyes tho 11/10 would stare into https://t.co/qw07vhVHuO                                  1
Here's a doggo fully pupared for a shower. H*ckin exquisite balance. Sneaky tongue slip too. 13/10 https://t.co/UtEVnQ1ZPg                                                   1
After some outrage from the crowd. Bubbles is being upgraded to a 7/10. That's as high as I'm going. Thank you                                                               1
Meet Winston. He knows he's a little too big for the swing, but he doesn't care. Kindly requests a push. 12/10 would happily oblige https://t.co/GuxEXTdnMu                  1
This is Oliver. Bath time is upon him. His fear of the wetness postpones his ultimate pupper destiny. 11/10 https://t.co/AFzzKqR4tT                                          1
This is Fred-Rick. He dabbles in parkour. The elevation gives him power. 12/10 hopefully visiting a mailbox near you https://t.co/qFqLtudIiD                                 1
RT @dog_rates: This is Milo. I would do terrible things for Milo. 13/10 https://t.co/R6wJyC2Tey                                                                              1
This is Vincent. He's the man your girl is with when she's not with you. 10/10 https://t.co/JQGMP7kzjD                                                                       1
Meet Thor. He doesn't have finals because he's a dog but is pupset you have finals. Just wants to play. 13/10 would abandon education for https://t.co/7IFn3rkJai            1
Meet Brandy. She's a member of the Bloods. Menacing criminal pupper. Soft spot for flowers tho. 9/10 pet w caution https://t.co/hhIA3coiAJ                                   1
This is Kyle. He's a heavy drinker and an avid pot user. Just wants to be pupular. 6/10 I can't support this Kyle https://t.co/rRULp7XFnO                                    1
Meet Beau &amp; Wilbur. Wilbur stole Beau's bed from him. Wilbur now has so much room for activities. 9/10 for both pups https://t.co/GPaoH5qWEk                             1
We've got ourselves a battle here. Watch out Reggie. 11/10 https://t.co/ALJvbtcwf0                                                                                           1
RT @dog_rates: This is Buddy. His father was a bear and his mother was a perfectly toasted marshmallow. 12/10 would snug so well https://t.…                                 1
This is Arnold. He broke his leg saving a handicapped child from a forest fire. True hero. 10/10 inspirational dog https://t.co/bijCeHeX4C                                   1
This is Sammy. He's in a tree. Very excited about it. 13/10 https://t.co/CLe9ETEjeF                                                                                          1
Three generations of pupper. 11/10 for all https://t.co/tAmQYvzrau                                                                                                           1
Meet Brian (pronounced "Kirk"). He's not amused by ur churlish tomfoolery. Once u put him down you're done for. 6/10 https://t.co/vityMwPKKi                                 1
This is Oliver (pronounced "Ricardo"). He's a ship captain. Controls these treacherous waters. 11/10 would sail with https://t.co/bxjO45rXKd                                 1
Again w the sharks guys. This week is about dogs ACTING or DRESSING like sharks. NOT actual sharks. Thank u ...11/10 https://t.co/Ie2mWXWjpr                                 1
This is Charlie. He fell asleep on a heating vent. Would puppreciate your assistance. 11/10 someone help Charlie https://t.co/Dhdx5HnQ4d                                     1
This is Tucker. He's still figuring out couches. 9/10 keep your head up pup https://t.co/pXU77HPbJ5                                                                          1
RT @dogratingrating: Exceptional talent. Original humor. Cutting edge, Nova Scotian comedian. 12/10 https://t.co/uarnTjBeVA                                                  1
Say hello to Levi. He's a Madagascan Butterbop. One of the more docile Butterbops I've seen. 12/10 would give all the pets https://t.co/Zcw9Sccctc                           1
Two unbelievably athletic dogs here. Great form. Perfect execution. 10/10 for both https://t.co/sQuKwSKtDE                                                                   1
Here's a sleepy Christmas pupper 11/10 https://t.co/KXg0f8GNQ9                                                                                                               1
This is Darrel. He just robbed a 7/11 and is in a high speed police chase. Was just spotted by the helicopter 10/10 https://t.co/7EsP8LmSp5                                  1
Seriously, add us 🐶 11/10 for sad wet pupper https://t.co/xwPE9faVZR                                                                                                         1
DOGGO ON THE LOOSE I REPEAT DOGGO ON THE LOOSE 10/10 https://t.co/ffIH2WxwF0                                                                                                 1
oh h*ck 10/10 https://t.co/bC69RrW559                                                                                                                                        1
Meet Rufio. He is unaware of the pink legless pupper wrapped around him. Might want to get that checked 10/10 &amp; 4/10 https://t.co/KNfLnYPmYh                             1
RT @dog_rates: Say hello to Pablo. He's one gorgeous puppo. A true 12/10. Click the link to see why Pablo requests your assistance\n\nhttps:/…                               1
When you just can't resist... 10/10 topnotch tongue https://t.co/jeWEGUgbXf                                                                                                  1
Never seen this breed before. Very pointy pup. Hurts when you cuddle. Still cute tho. 10/10 https://t.co/97HuBrVuOx                                                          1
This is Rory. He's got an interview in a few minutes. Looking spiffy af. Nervous as h*ck tho. 12/10 would hire https://t.co/ibj5g6xaAj                                       1
This is Penny. She's an OU cheerleader. About to do a triple back handspring down the stairs. 11/10 hype af https://t.co/B2f3XkGU5c                                          1
Another pic without a dog in it? What am I supposed to do? Rate the carpet? Fine I will. 7/10 looks adequately comfy https://t.co/OJZQ6I4gGd                                 1
This is Rubio. He has too much skin. 11/10 https://t.co/NLOHmlENag                                                                                                           1
Oh my god it's Narcos but Barkos. 13/10 someone please make this happen\nhttps://t.co/tird9cIlzB                                                                             1
RT @dog_rates: This is Meyer. He has to hold somebody's hand during car rides. He's also wearing a seatbelt. 12/10 responsible af https://t…                                 1
Here is a mother dog caring for her pups. Snazzy red mohawk. Doesn't wag tail. Pups look confused. Overall 4/10 https://t.co/YOHe6lf09m                                      1
This is Dido. She's playing the lead role in "Pupper Stops to Catch Snow Before Resuming Shadow Box with Dried Apple." 13/10 (IG: didodoggo) https://t.co/m7isZrOBX7         1
I didn't even have to intervene. Took him 4 minutes to realize his error. 10/10 for Kevin https://t.co/2gclc1MNr7                                                            1
This is Tug. He's not required to wear the cone he just wants his voice to project more clearly. 11/10 https://t.co/Sp739Ou2qx                                               1
This is Yoda. He's a Zimbabwean Rutabaga. Freaks out if u stop scratching his belly. Incredibly self-centered. 9/10 https://t.co/yVdMsVYHIx                                  1
This is Bailey. She's rather h*ckin hype for Halloween tomorrow. Carved those pupkins herself. 12/10 https://t.co/v17mFm0Ftz                                                 1
This is Louis. He's crossing. It's a big deal. 13/10 h*ckin breathtaking https://t.co/D0wb1GlKAt                                                                             1
RT @dog_rates: Say hello to Cooper. His expression is the same wet or dry. Absolute 12/10 but Coop desperately requests your help\n\nhttps://…                               1
This is Lili. She can't believe you betrayed her with bath time. Never looking you in the eye again. 12/10 would puppologize profusely https://t.co/9b9J46E86Z               1
I can't do better than he did. 10/10 https://t.co/fM0KXns7Or                                                                                                                 1
Extraordinary dog here. Looks large. Just a head. No body. Rather intrusive. 5/10 would still pet https://t.co/ufHWUFA9Pu                                                    1
This is Molly. She's a Peruvian Niddlewog. Loves her new hat. 11/10 would totally pet https://t.co/g4fiS8A9Ab                                                                1
This is Gizmo. His favorite thing is standing pupright like a hooman. Sneaky tongue slip status achieved. 13/10 would boop well https://t.co/IoR3n1fiiQ                      1
Meet Miley. She's a Scandinavian Hollabackgirl. Incalculably fluffy, unamused af. 11/10 would squeeze aggressively https://t.co/6r4GFZY5WS                                   1
RT @Athletics: 12/10 #BATP https://t.co/WxwJmvjfxo                                                                                                                           1
This is Poppy. She just arrived. 13/10 would snug passionately https://t.co/YGeSpyN8Gu                                                                                       1
Meet Vinnie. He's having fun while being safe. Well not a lot of fun, but definitely safe, and that's important 8/10 https://t.co/vZYtynZZlH                                 1
#ImWithThor 13/10\nhttps://t.co/a18mzkhTf6                                                                                                                                   1
This is Clyde. He's making sure you're having a good train ride. 12/10 great pupper https://t.co/y206kWHAj0                                                                  1
This is Shelby. She finds stuff to put on her head for attention. It works really well. 12/10 talented af https://t.co/WTZ484EntP                                            1
After 22 minutes of careful deliberation this dog is being demoted to a 1/10. The longer you look at him the more terrifying he becomes                                      1
Meet Sunny. He can take down a polar bear in one fell swoop. Fr*cken deadly af. 13/10 would pet with caution https://t.co/EMq8Ud6Ze1                                         1
This is Luna. She's just heckin precious af I have nothing else to say. 12/10 https://t.co/gQH2mmKIJW                                                                        1
Meet Elliot. He's a Canadian Forrest Pup. Unusual number of antlers for a dog. Sneaky tongue slip to celebrate #Canada150. 12/10 would pet https://t.co/cgwJwowTMC           1
Who leaves the last cupcake just sitting there? 9/10 https://t.co/PWMqAoEx2a                                                                                                 1
This is Claude. He's trying to be seductive but he forgot to turn on the fireplace. 9/10 damn it Claude https://t.co/EPdQquc1dG                                              1
This is Oddie. He's trying to communicate. 12/10 very solid effort (vid by @kaleseyy) https://t.co/JjxriLqZOL                                                                1
I want to finally rate this iconic puppo who thinks the parade is all for him. 13/10 would absolutely attend https://t.co/5dUYOu4b8d                                         1
This is Larry. He thought the New Year's parties were tonight. 10/10 poor pupper. Maybe next year https://t.co/h3X0jK8MVM                                                    1
This is Hermione. Her face is as old as time. Appears fluffy af tho. 11/10 pretty damn majestic https://t.co/0b41Q4DKCA                                                      1
Just in case anyone's having a bad day. 12/10 would bounce with https://t.co/T9sgP9ttnQ                                                                                      1
Meet Winston. He wants to be a power drill. Very focused. 10/10 I believe in you Winston https://t.co/exGrzT9O88                                                             1
This is Pavlov. His floatation device has failed him. He's quite pupset about it. 11/10 would rescue https://t.co/MXd0AGDsRJ                                                 1
This is Tanner. He accidentally dropped all his hard-earned Kohl's cash in the tub. 11/10 https://t.co/onC3uMpFF2                                                            1
Meet Jack. He's one of the rare doggos that doesn't mind baths. 11/10 click the link to see how you can help Jack!\n\nhttps://t.co/r4W111FzAq https://t.co/fQpYuMKG3p        1
Meet Sansa and Gary. They run along the fence together everyday, so the owners installed a window for them. Both 12/10 h*ckin romantic af https://t.co/1JUduNuaWl            1
Some clarification is required. The dog is singing Cher and that is more than worthy of an 11/10. Thank you                                                                  1
This is Charlie. He works for @TODAYshow. Super sneaky tongue slip here. 12/10 would pet until someone made me stop https://t.co/K5Jo7QRCvA                                  1
Hope your Monday isn't too awful. Here's two baseball puppers. 11/10 for each https://t.co/dB0H9hdZai                                                                        1
Meet Kollin. He's a Parakeetian Badminton from Denmark. Great artist. Taking break from research. Loves wicker 9/10 https://t.co/XPLB3eoXiX                                  1
This is Rocky. He sleeps like a psychopath. 10/10 quality tongue slip https://t.co/MbgG95mUdu                                                                                1
This is Duchess. She uses dark doggo forces to levitate her toys. 13/10 magical af https://t.co/maDNMETA52                                                                   1
This is a Lofted Aphrodisiac Terrier named Kip. Big fan of bed n breakfasts. Fits perfectly. 10/10 would pet firmly https://t.co/gKlLpNzIl3                                  1
Like doggo, like pupper version 2. Both 11/10 https://t.co/9IxWAXFqze                                                                                                        1
I know everyone's excited for Christmas but that doesn't mean you can send in reindeer. We only rate dogs... 8/10 https://t.co/eWjWgbOCYL                                    1
This is Oscar. He's getting bombarded with the snacks. Not sure he's happy about it. 8/10 for Oscar https://t.co/dJHI7uC2y3                                                  1
This is Pickles. She's a silly pupper. Thinks she's a dish. 12/10 would dry https://t.co/7mPCF4ZwEk                                                                          1
This is Reese. He likes holding hands. 12/10 https://t.co/cbLroGCbmh                                                                                                         1
This is Dave. He's currently in a predicament. Doesn't seem to mind tho. 12/10 someone assist Dave https://t.co/nfprKAXqwu                                                   1
This is Curtis. He's a fluffball. 11/10 would snug this pupper https://t.co/1DzInODwrj                                                                                       1
Viewer discretion is advised. This is a terrible attack in progress. Not even in water (tragic af). 4/10 bad sherk https://t.co/L3U0j14N5R                                   1
This is Remy. He has some long ass ears (probably magical). Also very proud of broken stick. 10/10 such a good boy https://t.co/EZx0YjPjPK                                   1
This is Sundance. He's a doggo drummer. Even sings a bit on the side. 14/10 entertained af (vid by @sweetsundance) https://t.co/Xn5AQtiqzG                                   1
This is Staniel. His selfie game is strong af. 10/10 I'd snapchat with Staniel https://t.co/UgkTw7TKyM                                                                       1
When the photographer forgets to tell you where to look... 10/10 https://t.co/u1GHWxhC85                                                                                     1
RT @dog_rates: Here's a heartwarming scene of a single father raising his two pups. Downright awe-inspiring af. 12/10 for everyone https://…                                 1
This is a carrot. We only rate dogs. Please only send in dogs. You all really should know this by now ...11/10 https://t.co/9e48aPrBm2                                       1
This is Brody. That is his chair. He loves his chair. Never leaves it. 9/10 might be stuck actually https://t.co/WvJRg0XJit                                                  1
This is Gus. He's quite the cheeky pupper. Already perfected the disinterested wink. 12/10 would let steal my girl https://t.co/D43I96SlVu                                   1
Say hello to Pablo. He's one gorgeous puppo. A true 12/10. Click the link to see why Pablo requests your assistance\n\nhttps://t.co/koHvVQp9bL https://t.co/IhW0JKf7kc       1
Here is a pupper approaching maximum borkdrive. Zooming at never before seen speeds. 14/10 paw-inspiring af \n(IG: puffie_the_chow) https://t.co/ghXBIIeQZF                  1
Here's a pupper licking in slow motion. 12/10 please enjoy https://t.co/AUJi8ujxw9                                                                                           1
This is Tucker. He's a Dasani Episcopalian. Good lord what a tongue. 12/10 would never let go of https://t.co/gHtW5cgyy7                                                     1
This is a rare Hungarian Pinot named Jessiga. She is either mid-stroke or got stuck in the washing machine. 8/10 https://t.co/ZU0i0KJyqD                                     1
This is Jameson. He had a few too many in the name of freedom. I can't not respect that. 11/10 'Merica https://t.co/8zQvXM6pG5                                               1
Meet Jack. He's a Clemson pup. Appears to be rather h*ckin pettable. Almost makes me want to root for Clemson. 12/10 https://t.co/GHOfbTVQti                                 1
Another magnificent photo. 12/10 https://t.co/X5w387K5jr                                                                                                                     1
This is Ito. He'll be your uber driver tonight. Currently adjusting the mirrors. 13/10 incredibly h*ckin responsible https://t.co/Zrrcw29o13                                 1
Meet Sophie. Her son just got in the car to leave for college. Very touching. Perfect dramatic sunlight. 10/10 yaass https://t.co/3j9kZRcpVB                                 1
This is Chipson. He weighed in at .3 ounces and is officially super h*ckin smol. Space-saving af. 11/10 would snug delicately https://t.co/FjEsk7A1JV                        1
When your entire life is crumbling before you and you're trying really hard to hold your shit together.\n10/10 https://t.co/vqFkgYPCW8                                       1
Say hello to Hammond. He's just a wee lil pup. Jumps around a shit ton. 8/10 overall very good dog https://t.co/OgDF2ES3Q9                                                   1
OMG HE DIDN'T MEAN TO HE WAS JUST TRYING A LITTLE BARKOUR HE'S SUPER SORRY 13/10 WOULD FORGIVE IMMEDIATE https://t.co/uF3pQ8Wubj                                             1
Meet Rufus. He's a Honeysuckle Firefox. Curly af. Badass tie. About to go on his first date ever 11/10 good luck pup https://t.co/dGoTWNfIsm                                 1
This is Kobe. He's a Speckled Rorschach. Requests that someone holds his hand during car rides. 10/10 sick interior https://t.co/LCA6Fr3X2M                                  1
RT @dog_rates: Meet Baloo. He's expecting a fast ground ball, hence the wide stance. Prepared af. 11/10 nothing runs like a pupper https://…                                 1
"Yo Boomer I'm taking a selfie, grab your stick"\n"Ok make sure to get this rad hole I just dug in there"\n\nBoth 10/10 https://t.co/e0gbl9VFpA                              1
This is Aspen. She's never tasted a stick so succulent. On the verge of tears. A face of pure appreciation. 12/10 https://t.co/VlyBzOXHEW                                    1
"Tristan do not speak to me with that kind of tone or I will take away the Xbox." 10/10 https://t.co/VGPH0TfESw                                                              1
RT @dog_rates: This is Mattie. She's extremely dangerous. Will bite your h*ckin finger right off. Still 11/10 would pet with caution https:…                                 1
This is Lola. She realized mid hug that she's not ready for a committed relationship with a teddy bear. 9/10 https://t.co/pVebzwRioD                                         1
RT @dog_rates: Not familiar with this breed. No tail (weird). Only 2 legs. Doesn't bark. Surprisingly quick. Shits eggs. 1/10 https://t.co/…                                 1
This is Nigel. He accidentally popped his ball after dunking so hard the backboard shattered. 10/10 great great pup https://t.co/vSd1TWFK1I                                  1
This is Derby. He's a superstar. 13/10 (vid by @NBohlmann) https://t.co/o4Nfc8WoAO                                                                                           1
This is Clarq. He's a golden Quetzalcoatl. Clarq enjoys eating his own foot. Damn it Clarq. 8/10 would pet firmly https://t.co/d8ybynaRwZ                                    1
Meet Scooter. He's ready for his first day of middle school. Remarkable tongue. 12/10 https://t.co/1DJfHmfBQN                                                                1
THIS WAS NOT HIS FAULT HE HAD NO IDEA. 11/10 STILL A VERY GOOD DOG https://t.co/GJ8rozumsy                                                                                   1
This is Ziva. She doesn't know how her collar works. 11/10 would totally fix for her https://t.co/K7pthJXjWE                                                                 1
This is Amber. She's a Fetty Woof. 10/10 would pet in a heartbeat https://t.co/Dt360V2MYI                                                                                    1
RT @dog_rates: This is Leo. He was a skater pup. She said see ya later pup. He wasn't good enough for her. 12/10 you're good enough for me…                                  1
This is Murphy. He's a mini golden retriever. Missing two legs (tragic). Mouth sharp. Looks rather perturbed. 6/10 https://t.co/ALO02IAKCn                                   1
I hope you guys enjoy this beautiful snowy pupper as much as I did. 11/10 https://t.co/DYUsHtL2aR                                                                            1
RT @dog_rates: "Good afternoon class today we're going to learn what makes a good boy so good" 13/10 https://t.co/f1h2Fsalv9                                                 1
I would do radical things in the name of Dog God. I'd believe every word in that book. 10/10 https://t.co/9ZuGAmLZDR                                                         1
Guys.. we only rate dogs. Pls don't send any more pics of the Loch Ness Monster. Only send in dogs. Thank you. 11/10 https://t.co/obH5vMbm1j                                 1
Meet Saydee. She's a Rochester  Ecclesiastical. Jumped off cliff and caught stick on way down. 11/10 1st round pick https://t.co/Eh2v0AyJbi                                  1
This is Zoe. She was trying to stealthily take a picture of you but you just noticed. 9/10 not so sneaky pupper https://t.co/FfH3o88Vta                                      1
We only rate dogs. Please don't send in any more non-dogs like this Wild Albanian Street Moose. Thank you... 11/10 https://t.co/srXL2s868C                                   1
RT @dog_rates: This is Moreton. He's the Good Boy Who Lived. 13/10 magical as h*ck https://t.co/rLHGx3VAF3                                                                   1
Meet Crouton. He's a Galapagos Boonwiddle. Has a legendary tongue (most Boonwiddles do). Excellent stuff 10/10 https://t.co/110Eeg7KW3                                       1
Say hello to Lillie. She's a Rutabagan Floofem. Poor pupper ate and then passed out. 11/10 relatable af https://t.co/uIdGqug9rw                                              1
This pupper has a magical eye. 11/10 I can't stop looking at it https://t.co/heAGpKTpPW                                                                                      1
Reminder that we made our first set of stickers available! All are 12/10 would stick\nUse code "pupper" at checkout🐶\n\nhttps://t.co/kJIMNyMNKV                              1
This is Akumi. It's his birthday. He received many lickable gifts. 11/10 happy h*ckin birthday https://t.co/gd9UlLOCQ0                                                       1
Guys I found the dog from Up. 12/10 https://t.co/WqoZtX9jmJ                                                                                                                  1
This is Mia. She already knows she's a good dog. You don't have to tell her. 12/10 would probably tell her anyway https://t.co/xeudgDXmTU                                    1
Say hello to Smiley. He's a blind therapy doggo having a h*ckin blast high steppin around in the snow. 14/10 would follow anywhere https://t.co/SHAb1wHjMz                   1
Meet Opal. He's a Belgian Dijon Poofster. Upset because his hood makes him look like blond Justin Timberlake. 11/10 https://t.co/IAt3jRZ5ez                                  1
Say hello to Geoff (pronounced "Kyle"). He accidentally opened the front facing camera. 10/10 https://t.co/TmlwQWnmRC                                                        1
We only rate dogs. Please don't send in any non-canines like this Floppy Tongued House Panda. Thank you... 12/10 would still pet https://t.co/8fX2VkExnL                     1
This is Alexanderson. He's got a weird ass birth mark. Dreadful at fetch. Won't eat kibble. 3/10 wtf @Target https://t.co/FmxOpf2Sgl                                         1
This is a truly beautiful English Wilson Staff retriever. Has a nice phone. Privileged. 10/10 would trade lives with https://t.co/fvIbQfHjIe                                 1
This is Ed. He's not mad, just disappointed. 10/10 https://t.co/BIljU0zhLN                                                                                                   1
These two dogs are Bo &amp; Smittens. Smittens is trying out a new deodorant and wanted Bo to smell it. 10/10 true pals https://t.co/4pw1QQ6udh                              1
This is Koda. She's a boss. Helps shift gears. Can even drive herself. Still no seat belt (reckless af). 11/10 https://t.co/0zUxlrhZrQ                                       1
This is Crumpet. He underestimated the snow. Quickly retreating. 10/10 https://t.co/a0Zx5LDFZa                                                                               1
This is Terry. The harder you hug him the farther his tongue sticks out. 10/10 magical af https://t.co/RFToQQI8fJ                                                            1
This is Mosby. He appears to be rather h*ckin snuggable af. 12/10 keep it up Mosby https://t.co/IiiBq460I7                                                                   1
This doggo was initially thrilled when she saw the happy cartoon pup but quickly realized she'd been deceived. 10/10 https://t.co/mvnBGaWULV                                 1
This is Kathmandu. He sees every move you make. Probably knows Jiu-Jitsu. 10/10 mysterious af https://t.co/z0cs7E4Xjj                                                        1
This is Frank. He wears sunglasses and walks himself. 11/10 I'll never be this cool or independent https://t.co/pNNjBtHWPc                                                   1
This is Lorelei. She's contemplating her existence and the eventual heat death of the universe. 11/10 very majestic https://t.co/xbUoULOIS8                                  1
RT @dog_rates: This is Nollie. She's waving at you. If you don't wave back you're a monster. She's also portable as hell. 12/10 https://t.c…                                 1
Meet Tripp. He's being eaten by a sherk and doesn't even care. Unfazed af. 11/10 keep doin you Tripp https://t.co/gGxjthmG1c                                                 1
RT @dog_rates: This is Buddy. He ran into a glass door once. Now he's h*ckin skeptical. 13/10 empowering af (vid by Brittany Gaunt) https:/…                                 1
This is Fred. He's having one heck of a summer. 11/10 https://t.co/I7SFchkNk4                                                                                                1
Meet Bear. He's a Beneboop Cumberclap. Extremely unamused. 13/10 I'm in love with this picture https://t.co/uC8kUqAz0W                                                       1
I know it's tempting, but please stop sending in pics of Donald Trump. Thank you ...9/10 https://t.co/y35Y1TJERY                                                             1
This is Django. He accidentally opened the front facing camera. Did him quite the frighten. 12/10 https://t.co/kQVQoOW9NZ                                                    1
RT @dog_rates: I shall call him squishy and he shall be mine, and he shall be my squishy. 13/10 https://t.co/WId5lxNdPH                                                      1
RT @jon_hill987: @dog_rates There is a cunningly disguised pupper here mate! 11/10 at least. https://t.co/7boff8zojZ                                                         1
This is Crystal. She's flawless. Really wants to be a frat bro. 11/10 who does she even know here? https://t.co/WyqNFvEulG                                                   1
I can't even comprehend how confused this dog must be right now. 10/10 https://t.co/8AGcQ4hIfK                                                                               1
Please only send in dogs. This t-rex is very scary. 5/10 ...might still pet (vid by @helizabethmicha) https://t.co/Vn6w5w8TO2                                                1
This is Waffles. He's a ship captain in real life and in @GoodDogsGame. Must've gotten to the max level (wink) 13/10 would sail with https://t.co/Z3LAaV2pKz                 1
When you ask your professor about extra credit on the last day of class. 8/10 https://t.co/H6rqZyE4NP                                                                        1
Say hello to Carbon. This is his first time swimming. He's having a h*ckin blast. 10/10 we should all be this happy https://t.co/mADHGenzFS                                  1
Meet Winston. He's trapped in a cup of coffee. Poor pupper. 10/10 someone free him https://t.co/2e6cUtKUuc                                                                   1
This is Brad. He's a chubby lil pup. Doesn't really need the food he's trying to reach. 5/10 you've had enough Brad https://t.co/vPXKSaNsbE                                  1
This is Lorenzo. He's educated af. Just graduated college. 11/10 poor pupper can't even comprehend his debt https://t.co/dH3GzcjCtQ                                          1
This is Scout. She is a black Downton Abbey. Isn't afraid to get dirty. 9/10 nothing bad to say https://t.co/kH60oka1HW                                                      1
This pupper just got his first kiss. 12/10 he's so happy https://t.co/2sHwD7HztL                                                                                             1
This is Fido. He can tell the weather. Not good at fetch tho. Never comes when called. 4/10 would probably still pet https://t.co/4gOv2Q3iKP                                 1
This is Malcolm. He's absolutely terrified of heights. 8/10 hang in there pupper https://t.co/SVU00Sc9U2                                                                     1
This is Maude. She's the h*ckin happiest wasp you've ever seen. 10/10 would pet with caution https://t.co/etL8FHBrh8                                                         1
RT @katieornah: @dog_rates learning a lot at college 12/10 for my professor thank u for the pupper slides https://t.co/nTFDr99hg0                                            1
Here we see an extremely rare Bearded Floofmallow. Only a few left in the wild. 11/10 would pet with a purpose https://t.co/jVJJKlPbvq                                       1
This is Winnie. She lost her body saving a children's hospital from an avalanche. 13/10 what a h*ckin hero https://t.co/Tf0rh9ZgZe                                           1
RT @dog_rates: Everybody look at this beautiful pupper 13/10 https://t.co/hyAC5Hq9GC                                                                                         1
"FOR THE LAST TIME I DON'T WANNA PLAY TWISTER ALL THE SPOTS ARE GREY DAMN IT CINDY" ...10/10 https://t.co/uhQNehTpIu                                                         1
This pupper's New Year's resolution was to become a Hershey's kiss. 11/10 she's super pumped about it https://t.co/D7jYj6vdwC                                                1
This is Covach. He's trying to melt the snow. 10/10 we all believe in you buddy https://t.co/fgMaP2zDMt                                                                      1
Say hello to Kawhi. He was doing fine until his hat fell off. He got it back though. 10/10 deep breaths pupper https://t.co/N5pM6WBx7e                                       1
Here we have a Gingivitis Pumpernickel named Zeus. Unmatched tennis ball capacity. 10/10 would highly recommend https://t.co/jPkd7hhX7m                                      1
This is Bo. He's going to make me cry. 13/10 please get off the bus for him Carly https://t.co/U7FvBZo6Bq                                                                    1
Can take selfies 11/10 https://t.co/ws2AMaNwPW                                                                                                                               1
Ever seen a dog pet another dog? Both 13/10 truly an awe-inspiring scene. (Vid by @mdougherty20) https://t.co/3PoKf6cw7f                                                     1
Say hello to Charlie. He's scholarly af. Quite intimidating with all his pupper knowledge 10/10 even built that fire https://t.co/9KThv6z8u5                                 1
Here we see a nifty leaping pupper. Feet look deadly. Sad that the holidays are over. 9/10 undeniably huggable https://t.co/ny8mnXhGOW                                       1
This is Watson. He trust falls on command. 13/10 it's elementary... (IG: wat.ki) https://t.co/goX3jewkYN                                                                     1
This is Astrid. She's a guide doggo in training. 13/10 would follow anywhere https://t.co/xo7FZFIAao                                                                         1
RT @EmilieGambril: 12/10 h*cking excited about my new shirt! @dog_rates https://t.co/zFEfMTaHqU                                                                              1
Say hello to Gizmo. He's quite the pupper. Confused by bed, but agile af. Can barely catch on camera. 11/10 so quick https://t.co/IE4ZblyZRY                                 1
This is Lolo. She's America af. Behind in science &amp; math but can say whatever she wants on Twitter. 11/10 ...Merica https://t.co/Nwi3SYe8KA                              1
RT @dog_rates: This is Gidget. She's a spy pupper. Stealthy as h*ck. Must've slipped pup and got caught. 12/10 would forgive then pet https…                                 1
This is Swagger. He's the Cleveland Browns ambassador. Hype as h*ck after that first win today. 10/10 https://t.co/lXFM1l22bG                                                1
Here's a heartwarming scene of a single father raising his two pups. Downright awe-inspiring af. 12/10 for everyone https://t.co/hfddJ0OiNR                                  1
This is Derek. You can't look at him and not smile. Must've just had a blue pupsicle. 12/10 would snug intensely https://t.co/BnVTMtUeI3                                     1
This is Coopson. He's a Blingin Schnitzel. Built fence himself. One ear is slightly defective. 10/10 would still pet https://t.co/MWw3pVMhJA                                 1
Meet Cash. He hath acquired a stick. A very good stick tbh. 12/10 would pat head approvingly https://t.co/lZhtizkURD                                                         1
This is Aja. She was just told she's a good dog. Suspicions confirmed. 13/10 would tell again https://t.co/lsPyyAiF1r                                                        1
This is Cooper. He only wakes up to switch gears. 12/10 helpful af https://t.co/EEIkAGVY64                                                                                   1
This is Bayley. She fell asleep trying to escape her evil fence enclosure. 11/10 night night puppo https://t.co/AxSiqAKEKu                                                   1
RT @dog_rates: Say hello to Jack (pronounced "Kevin"). He's a Virgo Episcopalian. Can summon rainbows. 11/10 magical as hell https://t.co/Y…                                 1
Here we have a corgi undercover as a malamute. Pawbably doing important investigative work. Zero control over tongue happenings. 13/10 https://t.co/44ItaMubBf               1
This is Nelly. He graduated with his dogtorate today. Wants to know if you're proud of him. 12/10 would give congratulatory boop https://t.co/4g4cfj3P4Y                     1
This is Wilson. Named after the volleyball. He tongue wrestled a bee and lost. 13/10 valiant effort tho https://t.co/A5Mx4h1FSM                                              1
RT @dog_rates: I WAS SENT THE ACTUAL DOG IN THE PROFILE PIC BY HIS OWNER THIS IS SO WILD. 14/10 ULTIMATE LEGEND STATUS https://t.co/7oQ1wpf…                                 1
Here's a very loving and accepting puppo. Appears to have read her Constitution well. 14/10 would pat head approvingly https://t.co/6ao80wIpV1                               1
Say hello to Lily. She's pupset that her costume doesn't fit as well as last year. 12/10 poor puppo https://t.co/YSi6K1firY                                                  1
Here's a handful of sleepy puppers. All look unaware of their surroundings. Lousy guard dogs. Still cute tho 11/10s https://t.co/lyXX3v5j4s                                  1
This is Corey. He's a Portobello Corgicool. Trying to convince you that he's not a hipster. 11/10 yea right Corey https://t.co/NzWUrFZydr                                    1
This is Angel. She stole the @ShopWeRateDogs shirt from her owner. Fits pretty well actually. 11/10 would forgive https://t.co/jaivZ1dcUL                                    1
We usually don't rate Deck-bound Saskatoon Black Bears, but this one is h*ckin flawless. Sneaky tongue slip too. 13/10 would hug firmly https://t.co/mNuMH9400n              1
We usually don't rate marshmallows but this one's having so much fun in the snow. 10/10 (vid by @kylejk24) https://t.co/NL2KwOioBh                                           1
This is Canela. She attempted some fancy porch pics. They were unsuccessful. 13/10 someone help her https://t.co/cLyzpcUcMX                                                  1
Oh jeez u did me quite the spook little fella. We normally don't rate triceratops but this one seems suspiciously good. 11/10 would pet well https://t.co/BMtfCmNbnS         1
"Have a seat, son. There are some things we need to discuss" 10/10 https://t.co/g4G5tvfTVd                                                                                   1
Meet Ronduh. She's a Finnish Checkered Blitzkrieg. Ears look fake. Shoes on point. 10/10 would pet extra well https://t.co/juktj5qiaD                                        1
Say hello to Tiger. He's a penbroke (little dog pun for ya, no need to applaud I know it was good) 10/10 good dog https://t.co/Yei0HzS3JN                                    1
Meet Bruiser &amp; Charlie. They are the best of pals. Been through it all together. Both 11/10. 1 like=1 friendship https://t.co/PEXHuvSVD4                                 1
This is Izzy. She's showing off the dance moves she's been working on. 11/10 I guess hard work pays off https://t.co/4JS92YAxTi                                              1
This is Sophie. She just saw a spider. 10/10 don't just stand there Sophie https://t.co/VagYftZccT                                                                           1
We only rate dogs. Please don't send in Jesus. We're trying to remain professional and legitimate. Thank you... 14/10 https://t.co/wr3xsjeCIR                                1
This is Lucy. She's strives to be the best potato she can be. 12/10 would boop https://t.co/lntsj7Fc4Y                                                                       1
There has clearly been a mistake. Pup did nothing wrong. 12/10 would help escape\nhttps://t.co/Juid3nnLbC                                                                    1
When you're having a blast and remember tomorrow's Monday. 11/10 https://t.co/YPsJasNVGe                                                                                     1
Magical floating dog here. Very calm. Always hangs by the pond. Rather moist. Good listener. 6/10 personally I'd pet https://t.co/1euKoOvy49                                 1
This is Severus. He's here to fix your cable. Looks like he succeeded. Even offered to pupgrade your plan. 13/10 h*ckin helpful https://t.co/aX4brLLpWZ                      1
Yea I can't handle the cuteness anymore. Curls for days. 12/10 for all https://t.co/sAI6gCGZYX                                                                               1
This pupper can only sleep on shoes. It's a crippling disease. Tearing his family apart. 12/10 I'd totally pet tho https://t.co/03XlvS8izg                                   1
Meet Toby. He's pupset because his hat isn't big enough. Christmas is ruined. 12/10 it'll be ok Toby https://t.co/zfdaGZlweq                                                 1
Say hello to Ollie. He conducts this train. He also greets you as you enter. Kind af. 11/10 would pet so firmly https://t.co/jVxOGKEU0z                                      1
This is Monkey. She's supporting owners everywhere with her fancy #PrideMonth bandana. 13/10 love is love is love... https://t.co/lUcpnZDPz9                                 1
Strange pup here. Easily manipulated. Rather inbred. Sharp for a dog. Appears uncomfortable. 8/10 would still pet https://t.co/nSQrhwbk1V                                    1
THIS IS CHARLIE, MARK. HE DID JUST WANT TO SAY HI AFTER ALL. PUPGRADED TO A 14/10. WOULD BE AN HONOR TO FLY WITH https://t.co/p1hBHCmWnA                                     1
This is Chaz. He's an X Games half pipe superstar. 6 gold medals. Lost back legs saving a baby from a tornado 12/10 https://t.co/uxdOfblUB0                                  1
This is Ridley. He doesn't know how to couch. 7/10 https://t.co/UHJE0UgMf7                                                                                                   1
Say hello to Oakley and Charlie. They're convinced that they each have their own stick. Nobody tell them. Both 12/10 https://t.co/J2AJdyxglH                                 1
"Yes hi could I get a number 4 with no pickles" ...12/10 https://t.co/kQPVxqA3gq                                                                                             1
This is Daisy. She loves that shoe. Still no seat belt. Super churlish. 12/10 the dogs are killing it today https://t.co/cZlkvgRPdn                                          1
Right after you graduate vs when you remember you're on your own now and can barely work a washing machine ...10/10 https://t.co/O1TLuYjsNS                                  1
This is Maisey. She fell asleep mid-excavation. Happens to the best of us. 13/10 would pat noggin approvingly https://t.co/tp1kQ8i9JF                                        1
OMIGOD 12/10 https://t.co/SVMF4Frf1w                                                                                                                                         1
This is Ralphus. He's powering up. Attempting maximum borkdrive. 13/10 inspirational af https://t.co/YnYAFCTTiK                                                              1
This is Sully. He's a Leviticus Galapagos. Very powerful. Borderline unstoppable. Cool goggles. 10/10 https://t.co/zKNF77dxEA                                                1
This is Otis. Everybody look at Otis. 12/10 would probably faint while petting https://t.co/I9qoe1uEih                                                                       1
This is Cali. She arrived preassembled. Convenient af. 12/10 appears to be rather h*ckin pettable https://t.co/vOBV1ZqVcX                                                    1
Meet Jax &amp; Jil. Jil is yelling the pledge of allegiance. If u cant take the freedom get out the kitchen Jax. 10/10s https://t.co/jrg29NDNhI                              1
Here are three doggos completely misjudging an airborne stick. Decent efforts tho. All 9/10 https://t.co/HCXQL4fGVZ                                                          1
You may not have known you needed to see this today. 13/10 please enjoy (IG: emmylouroo) https://t.co/WZqNqygEyV                                                             1
This is Einstein. He's having a really good day. Hopes you are too. H*ckin nifty tongue. 13/10 would snug intensely https://t.co/mdaQhhfpv6                                  1
This is Penny. Her tennis ball slowly rolled down her cone and into the pool. 8/10 bad things happen to good puppers https://t.co/YNWU7LeFgg                                 1
This is Harper. She scraped her elbow attempting a backflip off a tree. Valiant effort tho. 12/10 https://t.co/oHKJHghrp5                                                    1
This is Ricky. He's being escorted out of the dog park for talking shit about the other dogs. 8/10 not cool Ricky https://t.co/XtDkrsdEfF                                    1
This is Clark. He's deadly af. Clearly part shark (see pic 2). 10/10 would totally still try to pet https://t.co/dmdEBOEctC                                                  1
I present to you... Dog Jesus. 13/10 (he could be sitting on a rock but I doubt it) https://t.co/fR1P3g5I6k                                                                  1
"Dammit hooman quit playin I jus wanna wheat thin" 11/10 https://t.co/yAASRDPJnQ                                                                                             1
This is Karl. Karl thinks he's slick. 6/10 sneaky pup https://t.co/Lo4ALwjVh4                                                                                                1
Meet Sarge. His parents signed him up for dancing lessons but his true passion is roller coasters 11/10 very petable https://t.co/KvVoBIgkje                                 1
PUPDATE: can't see any. Even if I could, I couldn't reach them to pet. 0/10 much disappointment https://t.co/c7WXaB2nqX                                                      1
In case you haven't seen the most dramatic sneeze ever... 13/10 https://t.co/iy7ylyZcsE                                                                                      1
This is Lucy. She destroyed not one, but two remotes trying to turn off the debate. 11/10 relatable af https://t.co/3BXh073tDm                                               1
For the last time, WE. DO. NOT. RATE. BULBASAUR. We only rate dogs. Please only send dogs. Thank you ...9/10 https://t.co/GboDG8WhJG                                         1
Finally some constructive political change in this country. 11/10 https://t.co/mvQaETHVSb                                                                                    1
Meet Max. He's a Fallopian Cephalopuff. Eyes are magical af. Lil dandruff problem. No big deal 10/10 would still pet https://t.co/c67nUjwmFs                                 1
Reckless pupper here. Not even looking at road. Absolute menace. No regard for fellow pupper lives. 10/10 still cute https://t.co/96IBkOYB7j                                 1
This is Rusty. He wasn't ready for the first pic. Clearly puppared for the second. 13/10 confirmed great boy https://t.co/tyER0KpdXj                                         1
Please send dogs. I'm tired of seeing other stuff like this dangerous pirate. We only rate dogs. Thank you... 10/10 https://t.co/YdLytdZOqv                                  1
RT @dog_rates: This is Canela. She attempted some fancy porch pics. They were unsuccessful. 13/10 someone help her https://t.co/cLyzpcUcMX                                   1
This is Alfy. You're witnessing his first watermelon experience. I think it was a success. 13/10 happy 4th Alfy 🇺🇸 https://t.co/fYP5RlutfA                                   1
Say hello to Winifred. He is a Papyrus Hydrangea mix. Can tie shoes. 11/10 inspiring pup https://t.co/mwnBN6ZkPt                                                             1
This is Jackson. He was specifically told not to sleep in the fridge. Damn it Jackson. 11/10 would squeeze softly https://t.co/lJs10ZJsgj                                    1
This is Belle. She's never been more pupset. Encountered the worst imaginable type of zone. 12/10 would do anything to cheer pup https://t.co/fGQUzR8w3H                     1
Meet Sebastian. He's a womanizer. Romantic af. Always covered in flower petals. Also a poet. 11/10 dreamy as hell https://t.co/eoL1bCpWCg                                    1
Sun burnt dog here. Quite large. Wants to promote peace. Looks unemployed. Ears for days. 7/10 would pet profusely https://t.co/WlKiN3ll0w                                   1
Meet Stanley. He likes road trips. Will shift for you. One ear more effective than other. 13/10 we don't leave until you buckle pup Stanley https://t.co/vmCu3PFCQq          1
Meet Jennifur. She's supposed to be navigating. Not even buckled up. Insubordinate &amp; churlish. 11/10 would still pet https://t.co/h0trcJohYO                             1
This made my day. 12/10 please enjoy https://t.co/VRTbo3aAcm                                                                                                                 1
This is Charlie. He wins every game of chess he plays. Won't let opponent pet him until they forfeit. 13/10 you win again Charlie https://t.co/UkyQibIBzZ                    1
C'mon guys. We've been over this. We only rate dogs. This is a cow. Please only submit dogs. Thank you...... 9/10 https://t.co/WjcELNEqN2                                    1
This is Reginald. He's one magical puppo. Aerodynamic af. 12/10 would catch https://t.co/t0cEeRbcXJ                                                                          1
I found a forest Pipsy. 12/10 https://t.co/mIQ1KoVsmU                                                                                                                        1
At first I thought this was a shy doggo, but it's actually a Rare Canadian Floofer Owl. Amateurs would confuse the two. 11/10 only send dogs https://t.co/TXdT3tmuYk         1
This is Chuckles. He is one skeptical pupper. 10/10 stay woke Chuckles https://t.co/ZlcF0TIRW1                                                                               1
Say hello to Bisquick. He's a Beneplop Cumbersnug. Even smiles when wet. 12/10 I'd steal Bisquick https://t.co/5zX5XD3i6K                                                    1
This is Scout. He specializes in mid-air freeze frames. 11/10 https://t.co/sAHmwRtfSq                                                                                        1
This is Suki. She was born with a blurry tail (unfortunate). Next level tongue tho. 11/10 nifty hardwood https://t.co/05S8oYztgb                                             1
RT @dog_rates: HEY PUP WHAT'S THE PART OF THE HUMAN BODY THAT CONNECTS THE FOOT AND THE LEG? 11/10 so smart https://t.co/XQ1tRUmO3z                                          1
Please enjoy this pup in a cooler. Permanently ready for someone to throw a tennis ball his way. 12/10 https://t.co/KUS0xl7XIp                                               1
This is Ace. He's a window washer. One of the best around. 11/10 helpful af https://t.co/sTuRoYfzPv                                                                          1
Here's an anonymous doggo that appears to be very done with Christmas. 11/10 cheer up pup https://t.co/BzITyGw3JA                                                            1
Say hello to Cupcake. She's an Icelandic Dippen Dot. Confused by the oddly geometric lawn pattern. 11/10 https://t.co/D7rorf4YKL                                             1
This pup's having a nightmare that he forgot to type a paper due first thing in the morning. 12/10 (vid by ... https://t.co/CufnbUT0pB                                       1
This is Sampson. He's about to get hit with a vicious draw 2. Has no idea. 11/10 poor pupper https://t.co/FYT9QBEnKG                                                         1
This is Burt. He thinks your thesis statement is comically underdeveloped. 12/10 intellectual af https://t.co/jH6EN9cEn6                                                     1
"This photographer took pics of her best friend before and after she told them they were beautiful" 12/10 https://t.co/510gJW9fsy                                            1
This is Autumn. Her favorite toy is a cheeseburger. She takes it everywhere. 11/10 https://t.co/JlPug12E5Z                                                                   1
This is a spotted Lipitor Rumpelstiltskin named Alphred. He can't wait for the Turkey. 10/10 would pet really well https://t.co/6GUGO7azNX                                   1
This is Bobble. He's a Croatian Galifianakis. Hears everything within 400 miles. 11/10 would snug diligently https://t.co/VwDc6PTDzk                                         1
This is Boomer. He's doing an advanced water takeoff. The opposite of Sully. Ears for control, mlem for style. 13/10 simply breathtaking https://t.co/noNpY2Laoo             1
This is Paull. He just stubbed his toe. 10/10 deep breaths Paull https://t.co/J5Mqn8VeYq                                                                                     1
Me running from commitment. 10/10 https://t.co/ycVJyFFkES                                                                                                                    1
This is Willem. He's a Penn State pupper. Thinks the hood makes him more intimidating. It doesn't. 12/10 https://t.co/Dp0s7MRIHK                                             1
Everyone needs to watch this. 13/10 https://t.co/Bb3xnpsWBC                                                                                                                  1
This is Beya. She doesn't want to swim, so she's not going to. 13/10 nonconforming af (vid by @HappyTailsResor) https://t.co/qGeVjHSUKH                                      1
This is Huck. He's addicted to caffeine. Hope it's not too latte to seek help. 11/10 stay strong pupper https://t.co/iJE3F0VozW                                              1
Meet Dylan. He can use a fork but clearly can't put on a sweatshirt correctly. Looks like a disgruntled teen. 10/10 https://t.co/FWJQ1zQLiI                                  1
Meet Al Cabone. He's a gangsta puppa. Rather h*ckin ruthless. Shows no mercy sometimes. 11/10 pet w extreme caution https://t.co/OUwWbEKOUV                                  1
This is Happy. He's a bathtub reviewer. Seems to be pleased with this one. 12/10 https://t.co/Ln89R4FP7v                                                                     1
We've got a doggy down. Requesting backup. 12/10 for both. Please enjoy  https://t.co/pmarb2dG0e                                                                             1
Here we see a faulty pupper. Might need to replace batteries. Try turning off &amp; back on again. 9/10 would still pet https://t.co/O1E4AtHVxO                              1
PUPDATE: just noticed this dog has some extra legs. Very advanced. Revolutionary af. Upgraded to a 9/10                                                                      1
This is Bubbles. He kinda resembles a fish. Always makes eye contact with u no matter what. Sneaky tongue slip. 5/10 https://t.co/Nrhvc5tLFT                                 1
This is Taz. He boxes leaves. 10/10 https://t.co/bWQ0iIcP0w                                                                                                                  1
Meet Daisy. She's been pup for adoption for months now but hasn't gotten any applications. 11/10 let's change that\n\nhttps://t.co/Jlb9L0m3J0 https://t.co/Eh7fGFuy6r        1
RT @dog_rates: Meet Sammy. At first I was like "that's a snowflake. we only rate dogs," but he would've melted by now, so 10/10 https://t.c…                                 1
@markhoppus MARK THAT DOG HAS SEEN AND EXPERIENCED MANY THINGS. PROBABLY LOST OTHER EAR DOING SOMETHING HEROIC. 13/10 HUG THE DOG HOPPUS                                     1
This is Monty. He makes instantly regrettable decisions. Couldn't help himself. It looked like a ghost lollipop. 12/10 mistake happen https://t.co/8Wsr6b4RjE                1
Mighty rare dogs here. Long smooth necks. Great knees. Travel in squads. 1 out of every 14 is massive. 8/10 for all https://t.co/PoMKKnKpRd                                  1
This is Jonah. He's a Stinted Fisher Price. Enjoys chewing on his miniature RipStik. 10/10 very upbeat fellow https://t.co/7qjXy1uUYY                                        1
This is Binky. She appears to be rather h*ckin cozy. Nifty leg cross as well. 12/10 would snug well https://t.co/WFt82XLyEF                                                  1
This dog is more successful than I will ever be. 13/10 absolute legend https://t.co/BPoaHySYwA                                                                               1
RT @dog_rates: Meet Lorenzo. He's an avid nifty hat wearer and absolute 13/10, but he needs your help to beat cancer. Link below\n\nhttps://t…                               1
This is Bruno. He is a service shark. Only gets out of the water to assist you. 13/10 terrifyingly good boy https://t.co/u1XPQMl29g                                          1
This is Zoey. She doesn't want to be one of the scary sharks. Just wants to be a snuggly pettable boatpet. 13/10 #BarkWeek https://t.co/9TwLuAGH0b                           1
This is Bruce. He never backs down from a challenge. 11/10 you got this Bruce https://t.co/aI7umZHIq7                                                                        1
This is Derek. He just got balled on. Can't even get up. Poor thing. 10/10 hang in there pupper https://t.co/BIRRF3bcWH                                                      1
RT @dog_rates: This is Cali. She arrived preassembled. Convenient af. 12/10 appears to be rather h*ckin pettable https://t.co/vOBV1ZqVcX                                     1
Meet Shadow. In an attempt to reach maximum zooming borkdrive, he tore his ACL. Still 13/10 tho. Help him out below\n\nhttps://t.co/245xJJElsY https://t.co/lUiQH219v6       1
All this pupper wanted to do was go skiing. No one told him about the El Niño. Poor pupper. 10/10 maybe next year https://t.co/fTgbq1UBR9                                    1
This is Roscoe. Another pupper fallen victim to spontaneous tongue ejections. Get the BlepiPen immediate. 12/10 deep breaths Roscoe https://t.co/RGE08MIJox                  1
This is Noosh. He noticed you were in the shower and thought you could use some company. 12/10 h*ckin loyal https://t.co/Uq3ChFgWA3                                          1
I swear to god if we get sent another Blue Madagascan Peacock we'll deactivate. We 👏 Only 👏 Rate 👏 Dogs... 9/10 https://t.co/bbta2Q4URK                                      1
Unique dog here. Very small. Lives in container of Frosted Flakes (?). Short legs. Must be rare 6/10 would still pet https://t.co/XMD9CwjEnM                                 1
This is Duke. He is not a fan of the pupporazzi. 12/10 https://t.co/SgpBVYIL18                                                                                               1
This is Bella. She's a Genghis Flopped Canuck. Stuck in trash can. 9/10 not to happy about it https://t.co/RMv9EAv57u                                                        1
RT @dog_rates: Ohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboy. 10/10 for all (by happytailsresort) https://t.c…                                 1
RIP Loki. Thank you for the good times. You will be missed by many. 14/10 https://t.co/gJKD9pst5A                                                                            1
RT @dog_rates: This is Sampson. He's about to get hit with a vicious draw 2. Has no idea. 11/10 poor pupper https://t.co/FYT9QBEnKG                                          1
This is Tater. His underbite is fierce af. Doesn't give a damn about your engagement photo. 8/10 https://t.co/nLuPY3pY12                                                     1
Meet Holly. She's trying to teach small human-like pup about blocks but he's not paying attention smh. 11/10 &amp; 8/10 https://t.co/RcksaUrGNu                              1
RT @dog_rates: Meet Lola. Her hobbies include being precious af and using her foot as a toothbrush. 12/10 Lola requests your help\n\nhttps://…                               1
Meet Rambo &amp; Kiwi. Rambo's the pup with the sharp toes &amp; rad mohawk. One stays woke while one sleeps. 10/10 for both https://t.co/MpH1Fe9LhZ                         1
This is Nala. She's a future Dogue model. Won't respond to my texts. 13/10 would be an honor to pet https://t.co/zP1IvAATWv                                                  1
RT @KennyFromDaBlok: 14/10 h*ckin good hats. will wear daily @dog_rates https://t.co/rHLoU5gS30                                                                              1
This is Eli. He can fly. 13/10 magical af https://t.co/huPSJJ7FDI                                                                                                            1
This is Randall. He's from Chernobyl. Built playground himself. Has been stuck up there quite a while. 5/10 good dog https://t.co/pzrvc7wKGd                                 1
This is Ava. She doesn't understand flowers. 12/10 would caress firmly https://t.co/BxTJAFSIgk                                                                               1
This is Dietrich. He hops at random. Other doggos don't understand him. It upsets him greatly. 8/10 would comfort https://t.co/U8cSRz8wzC                                    1
Meet Birf. He thinks he's gone blind. 10/10 very frightened pupper https://t.co/oDkspjNWYX                                                                                   1
This pupper loves leaves. 11/10 for committed leaf lover https://t.co/APvLqbEhkF                                                                                             1
This is Charl. He's a bully. Chucks that dumbbell around like its nothing. Sharp neck. Exceptionally unfluffy. 3/10 https://t.co/VfLoDZecJ7                                  1
This is a southern Vesuvius bumblegruff. Can drive a truck (wow). Made friends with 5 other nifty dogs (neat). 7/10 https://t.co/LopTBkKa8h                                  1
This is Coops. His ship is taking on water. Sound the alarm. Much distress. Requesting immediate assistance. 10/10 https://t.co/8Nuny4lLE3                                   1
This is Jimison. He was just called a good boy. 13/10 https://t.co/djMep7mGkV                                                                                                1
THE EYES 12/10\n\nI'm sorry. These are supposed to be funny but your dogs are too adorable https://t.co/z1xPTgVLc7                                                           1
This dog doesn't know how to stairs. Quite tragic really. 9/10 get it together pup https://t.co/kTpr9PTMg1                                                                   1
This is Oliviér. He's a Baptist Hindquarter. Also smooth af with the babes. 10/10 I'd totally get in a car with him https://t.co/fj4c170cxk                                  1
Say hello to Andy. He can balance on one foot, obliterate u in checkers, &amp; transform into a rug. 11/10 much talents https://t.co/idzH8JH06g                              1
This is Boots. She doesn't know what to do with treats so she just holds them. Very good girl. 12/10 would give more treats https://t.co/eAA8lratd3                          1
This is Steven. He got locked outside. Damn it Steven. 5/10 nice grill tho https://t.co/zf7Sxxjfp3                                                                           1
This is Sam. He's trying to escape the inordinate monotony of conforming to everyday status quo. 10/10 https://t.co/PXnCdz8qzK                                               1
This is Marq. He stole this car. 7/10 wtf Marq? https://t.co/MHScqo5l8c                                                                                                      1
This is Hector. He thinks he's a hammer. Silly Hector. You're a pupper, not a hammer. 10/10 https://t.co/OdUFuZIXiI                                                          1
Meet Shadow. She's tired of the responsibilities associated with being a dog. No longer strives to attain ball. 9/10 https://t.co/cdOkfEpjFw                                 1
She thought the sunset was pretty, but I thought she was prettier. 10/10 https://t.co/HSL3mnP5NX                                                                             1
This is Tino. He really likes corndogs. 9/10 https://t.co/cUxGtnBfc2                                                                                                         1
We only rate dogs. Please don't send in other things like this very good Christmas tree. Thank you... 13/10 https://t.co/rvSANEsQZJ                                          1
RT @dog_rates: Say hello to Quinn. She's quite the goofball. Not even a year old. Confirmed 13/10 but she really needs your help \n\nhttps://…                               1
Here's a helicopter pupper. He takes off at random. H*ckin hard to control. 12/10 rare af https://t.co/GRWPgNKt2z                                                            1
For those who claim this is a goat, u are wrong. It is not the Greatest Of All Time. The rating of 5/10 should have made that clear. Thank u                                 1
This is Mia. She makes awful decisions. 8/10 https://t.co/G6TQVgTcZz                                                                                                         1
"The dogtor is in hahahaha no but seriously I'm very qualified and that tumor is definitely malignant" 10/10 https://t.co/ULqThwWmLg                                         1
This is Sadie. She's a Bohemian Rhapsody. Remarkably portable. Could sneak on roller coasters with (probably). 11/10 https://t.co/DB8fyeDs8B                                 1
This is a curly Ticonderoga named Pepe. No feet. Loves to jet ski. 11/10 would hug until forever https://t.co/cyDfaK8NBc                                                     1
I know a lot of you are studying for finals. Good luck! Here's this. It should help somehow. 12/10 https://t.co/s2ktuPQd79                                                   1
Super speedy pupper. Does not go gentle into that goodnight. 10/10 https://t.co/uPXBXS1XNb                                                                                   1
This pupper killed this great white in an epic sea battle. Now wears it as a trophy. Such brave. Much fierce. 13/10 https://t.co/Lu0ECu5tO5                                  1
Very human-like. Cute overbite smile *finger to earpiece* I'm being told that the dog is actually on the right\n10/10 https://t.co/MSIbWu4YYs                                1
This is Clark. He passed pupper training today. Round of appaws for Clark. 13/10 https://t.co/7pUjwe8X6B                                                                     1
Downright majestic af 12/10 https://t.co/WFh2FEbYzj                                                                                                                          1
This is Malcolm. He goes from sneaky tongue slip to flirt wink city in a matter of seconds. 12/10 would hug softly https://t.co/rHwfySggqR                                   1
Meet Jaycob. He got scared of the vacuum. Hide &amp; seek champ. Almost better than Kony. Solid shampoo selection. 10/10 https://t.co/952hUV6RiK                             1
This is Henry. He's a shit dog. Short pointy ears. Leaves trail of pee. Not fluffy. Doesn't come when called. 2/10 https://t.co/Pu9RhfHDEQ                                   1
This is Sophie. She's a Jubilant Bush Pupper. Super h*ckin rare. Appears at random just to smile at the locals. 11.27/10 would smile back https://t.co/QFaUiIHxHq            1
This is Phil. That's his comfort stick. He holds onto it whenever he's sad. 11/10 don't be sad Phil https://t.co/ULdPY6CLpq                                                  1
Meet Rilo. He's a Northern Curly Ticonderoga. Currently balancing on one paw even in strong wind. Acrobatic af 11/10 https://t.co/KInss2PXyX                                 1
This is Gus. He likes to be close to you, which is good because you want to be close to Gus. 12/10 would boop then pet https://t.co/DrsrQkEfnb                               1
This is Charlie. He's a West Side Niddlewog. Mucho fluffy. 12/10 would pet so damn well https://t.co/B9dOrmnPVt                                                              1
Guys please stop sending pictures without any dogs in th- oh never mind hello excuse me sir. 12/10 stealthy as h*ck https://t.co/brCQoqc8AW                                  1
This is Chesterson. He's a Bolivian Scoop Dog. Incredibly portable. Can't bark for shit tho. 7/10 would still pet https://t.co/EatAd8JhyW                                    1
This is Jerry. He's a great listener. Low maintenance. Hard to get leash on tho. 8/10 still good dog https://t.co/NsDIt8Z80Z                                                 1
This is Sandy. He's sexually confused. Thinks he's a pigeon. Also an All-American cheese catcher. 10/10 so petable https://t.co/Htu8plSqEu                                   1
This is Lance. Lance doesn't give a shit. 10/10 we should all be more like Lance https://t.co/SqnG9Ap28J                                                                     1
RT @dog_rates: This is an East African Chalupa Seal. We only rate dogs. Please only send in dogs. Thank you... 10/10 https://t.co/iHe6liLwWR                                 1
Here we have a majestic great white breaching off South Africa's coast. Absolutely h*ckin breathtaking. 13/10 (IG: tucker_marlo) #BarkWeek https://t.co/kQ04fDDRmh           1
This is Jamesy. He gives a kiss to every other pupper he sees on his walk. 13/10 such passion, much tender https://t.co/wk7TfysWHr                                           1
RT @Patreon: Well. @dog_rates is on Patreon. \n\n12/10. \n\nhttps://t.co/rnKvzt6RJs https://t.co/v4e2ywe8iO                                                                  1
This sneezy pupper is just adorable af. 12/10 (vid by @gwilks1) https://t.co/h5aI0Tim4j                                                                                      1
This is Derek. All the dogs adore Derek. He's a great guy. 10/10 really solid pup https://t.co/KgcsGNb61s                                                                    1
Meet Herschel. He's slightly bigger than ur average pupper. Looks lonely. Could probably ride 7/10 would totally pet https://t.co/VGaIMktX10                                 1
This is Paisley. She really wanted to be president this time. Dreams officially crushed. 13/10 https://t.co/liJGwMp17E                                                       1
This is Reginald. He starts screaming at random. 12/10 cuddly af https://t.co/YgNuDQbv89                                                                                     1
Meet Lorenzo. He's an avid nifty hat wearer and absolute 13/10, but he needs your help to beat cancer. Link below\n\nhttps://t.co/qZdSdzm08p https://t.co/oDIQ1KkdPt         1
Here we have a well-established sunblockerspaniel. Lost his other flip-flop. 6/10 not very waterproof https://t.co/3RU6x0vHB7                                                1
RT @dog_rates: This is Alfie. He's touching a butt. Couldn't be happier. 11/10 https://t.co/gx3xF5mZbo                                                                       1
RT @dog_rates: This is Paull. He just stubbed his toe. 10/10 deep breaths Paull https://t.co/J5Mqn8VeYq                                                                      1
Here is the Rand Paul of retrievers folks! He's probably good at poker. Can drink beer (lol rad). 8/10 good dog https://t.co/pYAJkAe76p                                      1
This is Oscar. He has legendary eyebrows and he h*ckin knows it. Curly af too. 12/10 would hug passionately https://t.co/xuxZoObmF0                                          1
This is Finn. He likes eavesdropping from filing cabinets. It's a real issue but no one has approached him about it. 11/10 would still pet https://t.co/s8W8Del9HQ           1
Another topnotch dog. His name is Big Jumpy Rat. Massive ass feet. Superior tail. Jumps high af. 12/10 great pup https://t.co/seESNzgsdm                                     1
*struggling to breathe properly* 12/10 https://t.co/NKHx0pcOii                                                                                                               1
This is Gary. He just wanted to say hi. 9/10 very personable pup https://t.co/Sk3CbhmKSW                                                                                     1
This lil pup is Oliver. Hops around. Has wings but doesn't fly (lame). Annoying chirp. Won't catch tennis balls 2/10 https://t.co/DnhUw0aBM2                                 1
This is Cody. He zoomed too aggressively and tore his ACL. Happens to the best of us. Still 13/10\n\nHelp Cody here: https://t.co/4hxnDOt1CV https://t.co/42ryYRQ2Q4         1
Super rare dog. Endangered (?). Thinks it's funny. Mocks everything I say. Colorful af. Has wings (dope). 9/10 https://t.co/BY8nQAMz0x                                       1
Yea I lied. Here's more. All 13/10 https://t.co/ZQZf2U4xCP                                                                                                                   1
This is Rontu. He is described as a pal, cuddle bug, protector and constant shadow. 12/10, but he needs your help\n\nhttps://t.co/zK4cpKPFfU https://t.co/7Xvoalr798         1
This is Leela. She's a Fetty Woof. Lost eye while saving a baby from an avalanche. 11/10 true h*ckin hero https://t.co/2lBg3ZgivD                                            1
This is Jed. He may be the fanciest pupper in the game right now. Knows it too. 13/10 would sign modeling contract https://t.co/0YplNnSMEm                                   1
"Ma'am, for the last time, I'm not authorized to make that type of transaction" 11/10 https://t.co/nPTBsdm3BF                                                                1
This dog is being demoted to a 9/10 for not wearing a helmet while riding. Gotta stay safe out there. Thank you                                                              1
This is Archie. He hears everything you say. Doesn't matter where you are. 12/10 https://t.co/0l4I8famYp                                                                     1
aahhhhkslaldhwnxmzbbs 12/10 for being da smooshiest https://t.co/UOPdXmUz4H                                                                                                  1
This is Brady. He's a recovering alcoholic. Demonstrating incredible restraint here. 12/10 don't give pup, don't give in, Brady https://t.co/B1iBuSq3hr                      1
This is Mack. He's rather h*ckin sleepy. Exceptional ears. 12/10 would boop https://t.co/XRPvTPF0VH                                                                          1
This is Rascal. He's paddling an imaginary canoe. 11/10 https://t.co/Ajquq6oGSg                                                                                              1
This is Phil. He's a father. A very good father too. 13/10 everybody loves Phil https://t.co/9p6ECXJMMu                                                                      1
This is Hank. He's been outside for 3 minutes and already made a friend. Way to go Hank. 11/10 for both https://t.co/wHUElL84RC                                              1
This is Evy. She doesn't want to be a Koala. 9/10 https://t.co/VITeF0Kl9L                                                                                                    1
Meet Nugget and Hank. Nugget took Hank's bone. Hank is wondering if you would please return it to him. Both 13/10 would not intervene https://t.co/ogith9ejNj                1
Meet Alejandro. He's an extremely seductive pup. 10/10 https://t.co/C7dPcCUNpF                                                                                               1
Here's a super majestic doggo and a sunset 11/10 https://t.co/UACnoyi8zu                                                                                                     1
This is Shakespeare. He appears to be maximum level pettable. Born with no eyes tho (tragic). 10/10 probably wise https://t.co/rA8WUVOLBr                                    1
Meet Strudel. He's rather h*ckin pupset that your clothes clash. 11/10 click the link to see how u can help Strudel\n\nhttps://t.co/3uxgLz8d0l https://t.co/O0ECL1StB2       1
We normally don't rate bears but this one seems nice. Her name is Thea. Appears rather fluffy. 10/10 good bear https://t.co/fZc7MixeeT                                       1
This is Raymond. He controls fountains with his tongue. 11/10 pretty damn magical https://t.co/9aMxSbOaAZ                                                                    1
Meet Roosevelt. He's preparing for takeoff. Make sure tray tables are in their full pupright &amp; licked position\n11/10 https://t.co/7CQkn3gHOQ                            1
This is Sadie and her 2 pups Shebang &amp; Ruffalo. Sadie says single parenting is challenging but rewarding. All 10/10 https://t.co/UzbhwXcLne                              1
This is Eazy-E. He's colorful af. Must be rare. Submerged in Sprite (rad). Doesn't perform well when not wet. 6/10 https://t.co/UtFI7eUCjE                                   1
Get you a pup that can do both. 10/10 https://t.co/zSbyvm62xZ                                                                                                                1
Meet Koda. He's large. Looks very soft. Great bangs. Powerful owner. 11/10 would pet the hell out of https://t.co/mzPoS9wCqp                                                 1
If your Monday isn't going so well just take a look at this. Both 12/10 https://t.co/GJT6SILPGU                                                                              1
RT if you are as ready for summer as this pup is 12/10 https://t.co/xdNNEZdGJY                                                                                               1
Meet Yogi. He doesn't have any important dog meetings today he just enjoys looking his best at all times. 12/10 for dangerously dapper doggo https://t.co/YSI00BzTBZ         1
Say hello to Jerome. He can shoot french fries out of his mouth at insane speeds. Deadly af. 10/10 https://t.co/dIy88HwrX8                                                   1
This is Sprout. He's just precious af. 12/10 I'd do anything for Sprout https://t.co/DxlX1yTVYY                                                                              1
Here's another picture without a dog in it. Idk why you guys keep sending these. 4/10 just because that's a neat rug https://t.co/mOmnL19Wsl                                 1
This is Herald. He likes to swing. Subtle tongue slip. Owner good at b-ball. Creepy person on bench back there. 9/10 https://t.co/rcrKkL7eB6                                 1
RT @dog_rates: I present to you... Dog Jesus. 13/10 (he could be sitting on a rock but I doubt it) https://t.co/fR1P3g5I6k                                                   1
This is Buddy. His father was a bear and his mother was a perfectly toasted marshmallow. 12/10 would snug so well https://t.co/zGSj1oUgxx                                    1
This is Gary. He couldn't miss this puppertunity for a selfie. Flawless focusing skills. 13/10 would boop intensely https://t.co/7CSWCl8I6s                                  1
This is Olivia. She's a passionate advocate of candid selfies. 12/10 would boop shnoop https://t.co/0LdNjoiNbv                                                               1
Meet Kuyu. He was trapped in a well for 10 days. Rescued yesterday using a device designed by a local robotics team. 14/10 for all involved https://t.co/l38R6IZNNg          1
This is Daisy. She's puppears to be rare as all h*ck. Only seven like her currently domesticated. 13/10 pettable af https://t.co/meUc8jufAO                                  1
RT @dog_rates: This is Philbert. His toilet broke and he doesn't know what to do. Trying not to panic. 11/10 furustrated af https://t.co/Nb…                                 1
This is Dexter. He was reunited with his mom yesterday after she was stuck in Iran during the travel Bannon. 13/10 welcome home https://t.co/U50RlRw4is                      1
RT @dog_rates: This is Larry. He has no self control. Tongue still nifty af tho 11/10 https://t.co/ghyT4Ubk1r                                                                1
Awesome dog here. Not sure where it is tho. Spectacular camouflage. Enjoys leaves. Not very soft. 5/10 still petable https://t.co/rOTOteKx4q                                 1
This is Moe. He's a fetty woof. Got a cardboard cutout of himself for Christmas. 13/10 inspirational af https://t.co/gCnAeL2mvT                                              1
I'm just going to leave this one here as well. 13/10 https://t.co/DaD5SyajWt                                                                                                 1
Meet Trooper. He picks pup recyclables that have blown out of bins in the neighborhood and puts them back. 13/10 environmentally savvy af https://t.co/BqSttrTuIl            1
This is Wally. He's a Flaccid Mitochondria. Going on vacation. Bag definitely full of treats. Great hat. 9/10 https://t.co/vYs9IVzHY9                                        1
This is Hank. He's mischievous af. Doesn't even know what he was trying to do here. 8/10 quit the shit Hank damn https://t.co/3r7wjfsXHc                                     1
Happy 4/20 from the squad! 13/10 for all https://t.co/eV1diwds8a                                                                                                             1
Here's a h*ckin peaceful boy. Unbothered by the comings and goings. 13/10 please reveal your wise ways https://t.co/yeaH8Ej5eM                                               1
This is Glacier. He's a very happy pup. Loves to sing in the sunlight. 11/10 https://t.co/jTBPqKgkz7                                                                         1
You'll get your package when that precious man is done appreciating the pups. 13/10 for everyone https://t.co/PFp4MghzBW                                                     1
Meet Snoop. His number one passion is sticking his head out of car windows, so he purchased some doggles. Stylish af. 13/10 happy travels https://t.co/iHYfZdz444            1
This is Monster. Not an actual monster tho. He's showing you his tongue. Very impressive Monster. 12/10 would snug https://t.co/RhaPExuxJL                                   1
This is Archie. He's a Bisquick Taj Mapaw. Too many people are touching him. It is doing him a discomfort. 10/10 https://t.co/CJJpjTMzPQ                                     1
Say hello to Zara. She found a sandal and couldn't be happier. 12/10 great work https://t.co/zQUuVu812n                                                                      1
This is Abby. She got her face stuck in a glass. Churlish af. 9/10 rookie move puppo https://t.co/2FPb45NXrK                                                                 1
This is Maxaroni. He's curly af. Also rather fabulous. 11/10 would hug well https://t.co/A216OjIdca                                                                          1
This is Harvey. He's stealthy af. 10/10 would do my best to pet https://t.co/zAzaRT6NnT                                                                                      1
ERMAHGERD 12/10 please enjoy https://t.co/7WrAWKdBac                                                                                                                         1
2 rare dogs. They waddle (v inefficient). Sometimes slide on bellies. Right one wants to be aircraft Marshall. 9/10s https://t.co/P8bivfp5sU                                 1
This is Finn. He's wondering if you come here often. Fr*ckin flirtatious af. 12/10 would give number to https://t.co/ii5eNX5LJT                                              1
This is a Slovakian Helter Skelter Feta named Leroi. Likes to skip on roofs. Good traction. Much balance. 10/10 wow! https://t.co/Dmy2mY2Qj5                                 1
This is Fletcher. He's had a ruff night. No more Fireball for Fletcher. 8/10 it'll be over soon pupper https://t.co/tA4WpkI2cw                                               1
Can you spot Toby the guilty pupper? 7/10 would be higher but he made quite the mess shredding his stuffed pals https://t.co/3uCcDEJLXs                                      1
RT @dog_rates: Here's a pupper before and after being asked "who's a good girl?" Unsure as h*ck. 12/10 hint hint it's you https://t.co/ORiK…                                 1
Gang of fearless hoofed puppers here. Straight savages. Elevated for extra terror. Front one has killed before 6/10s https://t.co/jkCb25OWfh                                 1
This is Sky. She's learning how to roll her R's. 12/10 cultured af https://t.co/OuaVvVkwJ1                                                                                   1
This is Bubbles. He's a Yorkshire Piccolope. 11/10 would snug aggressively https://t.co/3BhMojONxq                                                                           1
This is Cooper. His bow tie was too heavy for the front so he moved it to the side. Balanced af now. 13/10 https://t.co/jG1PAFkB81                                           1
"Hello yes I'll just get one of each color thanks" 12/10 for all https://t.co/AMDsllQs7a                                                                                     1
Great picture here. Dog on the right panicked &amp; forgot about his tongue. Middle green dog must've fainted. All 10/10 https://t.co/31npKUAox0                             1
This is Carter. He wakes up in the morning and pisses excellence. 10/10 best there is plain and simple https://t.co/pHktDjpFr8                                               1
When you realize it doesn't matter how hard you study. You're still going to fail. 10/10 https://t.co/qzYXbyv0SJ                                                             1
This is Ralpher. He's an East Guinean Flop Dog. Cuddly af. 12/10 https://t.co/rVOLuNRpjH                                                                                     1
This is Dakota. He hasn't grow into his skin yet. 11/10 would squeeze softly https://t.co/IvFSlNXpgj                                                                         1
RT @dog_rates: Here's a pupper with squeaky hiccups. Please enjoy. 13/10 https://t.co/MiMKtsLN6k                                                                             1
Meet Strider. He thinks he's a sorority girl. Already wants to go to NYC for a weekend to say he's "studied abroad" 10/10 https://t.co/KYZkPuiC1l                            1
This is Neptune. He's a Snowy Swiss Mountain Floofapolis. Cheeky wink. Tongue nifty af. 11/10 would pet so firmly https://t.co/SoZq2Xoopv                                    1
This is Baxter. He looks like a fun dog. Prefers action shots. 11/10 the last one is impeccable https://t.co/LHcH1yhhIb                                                      1
"Don't talk to me or my son ever again" ...10/10 for both https://t.co/s96OYXZIfK                                                                                            1
Please don't send in photos without dogs in them. We're not @porch_rates. Insubordinate and churlish. Pretty good porch tho 11/10 https://t.co/HauE8M3Bu4                    1
This is Sparky. That's his pancake now. He will raise it as his own. 10/10 https://t.co/96tMaWyoWt                                                                           1
HI. MY. NAME. IS. BOOMER. AND. I. WANT. TO. SAY. IT'S. H*CKIN. RIDICULOUS. THAT. DOGS. CAN'T VOTE. ABSOLUTE. CODSWALLUP. THANK. YOU. 13/10 https://t.co/SqKJPwbQ2g           1
This is Lulu. She's contemplating all her unreached 2015 goals and daydreaming of a more efficient tomorrow. 10/10 https://t.co/h3ScYuz77J                                   1
This is Keurig. He apparently headbutts other dogs to greet them. Not cool Keurig. So fluffy tho 12/10  https://t.co/zexdr61Q5M                                              1
12/10 gimme now https://t.co/QZAnwgnOMB                                                                                                                                      1
This little fella really hates stairs. Prefers bush. 13/10 legendary pupper https://t.co/e3LPMAHj7p                                                                          1
Here's a doggo struggling to cope with the winds. 13/10 https://t.co/qv3aUwaouT                                                                                              1
This is Erik. He's fucken massive. But also kind. Let's people hug him for free. Looks soft. 11/10 I would hug Erik https://t.co/MT7Q4aDQS1                                  1
"So... we meat again" (I'm so sorry for that pun I couldn't resist pls don't unfollow) 10/10 https://t.co/XFBrrqapZa                                                         1
This is Finley. She's a Beneboop Cumbersplash. 12/10 I'd do unspeakable things for Finley https://t.co/dS8SCbNF9P                                                            1
Here's a doggo who has concluded that Christmas is entirely too bright. Requests you tone it down a notch. 11/10 https://t.co/cD967DjnIn                                     1
Flamboyant pup here. Probably poisonous. Won't eat kibble. Doesn't bark. Slow af. Petting doesn't look fun. 1/10 https://t.co/jxukeh2BeO                                     1
This is Rocco. He's doing his best. 13/10 someone help him (IG: rocco_roni) https://t.co/qFsl1nnXMv                                                                          1
This is officially the greatest yawn of all time. 12/10 https://t.co/4R0Cc0sLVE                                                                                              1
This is Nala. She got in trouble. One h*ck of a pupnishment. Still 11/10 would pet https://t.co/EmJbG0skLt                                                                   1
Meet Wilson. He got caught humping the futon. He's like "dude, help me out here" 10/10 I'd help Wilson out https://t.co/m6XoclB0qv                                           1
This is JD (stands for "just dog"). He's like Airbud but with trading card games instead of sports. 10/10 much skill https://t.co/zzueJV9jCF                                 1
This is Thumas. He covered himself in nanners for maximum camouflage. It didn't work. I can still see u Thumas. 9/10 https://t.co/x0ZDlNqfb1                                 1
RT @hownottodraw: The story/person behind @dog_rates is heckin adorable af. 11/10, probably would pet. https://t.co/AG5UnRrmzJ                                               1
Here's a frustrated pupper attempting to escape a pool of Frosted Flakes. 12/10 https://t.co/GAYViEweWr                                                                      1
RT @dog_rates: This is Anakin. He strives to reach his full doggo potential. Born with blurry tail tho. 11/10 would still pet well https://…                                 1
This is Bo. He's a West Congolese Bugaboop Snuggle. Rather exotic. Master of the head tilt. 12/10 would pay to pet https://t.co/2jwxxtNzoN                                   1
Pup had to be removed cuz it wouldn't have been fair to the opposing team. 13/10 absolute legend ⚽️\nhttps://t.co/BHICimO58W                                                 1
RT @dog_rates: Here's a doggo blowing bubbles. It's downright legendary. 13/10 would watch on repeat forever (vid by Kent Duryee) https://t…                                 1
That is Quizno. This is his beach. He does not tolerate human shenanigans on his beach. 10/10 reclaim ur land doggo https://t.co/vdr7DaRSa7                                  1
*faints* 12/10 perfection in pupper form https://t.co/t6TxTwTLEK                                                                                                             1
This is a Sagitariot Baklava mix. Loves her new hat. 11/10 radiant pup https://t.co/Bko5kFJYUU                                                                               1
This is Harry. His ears are activated one at a time. Incredibly rare to witness in person. Very special moment here. 13/10 blessed as h*ck https://t.co/ejHvGDfWoa           1
This is just a beautiful pupper good shit evolution. 12/10 https://t.co/2L8pI0Z2Ib                                                                                           1
This is Paisley. She ate a flower just to prove she could. Savage af. 13/10 would pet so well https://t.co/cPq9fYvkzr                                                        1
Meet Wafer. He represents every fiber of my being. 13/10 very good dog https://t.co/I7bkhxBxUG                                                                               1
RT @dog_rates: This is Klein. These pics were taken a month apart. He knows he's a stud now. 12/10 total heartthrob https://t.co/guDkLrX8zV                                  1
I thought I made this very clear. We only rate dogs. Stop sending other things like this shark. Thank you... 9/10 https://t.co/CXSJZ4Stk3                                    1
Seriously guys? Again? We only rate dogs. Please stop submitting other things like this super good hammerhead shark. Thank you... 12/10 https://t.co/TCMC90mSOT              1
This is Bo. He emanates happiness. 12/10 I could cut the freedom with a knife https://t.co/c7LNFt39eR                                                                        1
This is Brandonald. He accidentally opened the front facing camera. Playing it off rather heckin well. 11/10 https://t.co/uPUAotqQtM                                         1
RT @dog_rates: This is Reginald. He's one magical puppo. Aerodynamic af. 12/10 would catch https://t.co/t0cEeRbcXJ                                                           1
Meet Hanz. He heard some thunder. 10/10 https://t.co/pKJK23j0QZ                                                                                                              1
This is Wyatt. His throne is modeled after him. 13/10 Wyatt is a very big deal https://t.co/PccQ1CFEDd                                                                       1
This is Miguel. He was the only remaining doggo at the adoption center after the weekend. Let's change that. 12/10\n\nhttps://t.co/P0bO8mCQwN https://t.co/SU4K34NT4M        1
This is Ava. She just blasted off. Streamline af. Aerodynamic as h*ck. One small step for pupper, one giant leap for pupkind. 12/10 https://t.co/W4KffrdX3Q                  1
This is Dutch. He dressed up as his favorite emoji for Valentine's Day. I've got heart eyes for his heart eyes. 13/10 https://t.co/BCbmFYLrse                                1
This is Logan, the Chow who lived. He solemnly swears he's up to lots of good. H*ckin magical af 9.75/10 https://t.co/yBO5wuqaPS                                             1
Here we have some incredible doggos for #K9VeteransDay. All brave as h*ck. Salute your dog in solidarity. 14/10 for all https://t.co/SVNMdFqKDL                              1
This is Raymond. He's absolutely terrified of floating tennis ball. 10/10 it'll be ok pupper https://t.co/QyH1CaY3SM                                                         1
This is Godzilla pupper. He had a ruff childhood &amp; now deflects that pain outward by terrorizing cities. Tragic 9/10 https://t.co/g1tLGkyaxr                             1
This is Edd. He's a Czechoslovakian Googolplex Merlot. Ready for Christmas. Take that Starbucks. Very poised. 10/10 https://t.co/dupWSIpSrG                                  1
This is Sandra. She's going skydiving. Nice adidas sandals. Stellar house plant. 11/10 https://t.co/orbkAq9kYF                                                               1
I know we only rate dogs, but since it's Easter I guess we could rate a bunny for a change. 10/10 petable as hell https://t.co/O2RlKXigHu                                    1
This is Albus. He's soaked as h*ck. Seems to have misplaced an ear as well. Still in good spirits tho. 12/10 would dry https://t.co/yUM8jYStuG                               1
This is Pluto. He's holding little waddling dog hostage. Little waddling dog very desperate at this point sos. 8/10 https://t.co/HMcD9SLOAN                                  1
This is Lily. She accidentally dropped all her Kohl's cash overboard. Day officially ruined. 10/10 hang in there pup https://t.co/BJbtCqGwZK                                 1
RT @dog_rates: Everybody drop what you're doing and look at this dog. 13/10 must be super h*ckin rare https://t.co/I1bJUzUEW5                                                1
Meet Travis and Flurp. Travis is pretty chill but Flurp can't lie down properly. 10/10 &amp; 8/10\nget it together Flurp https://t.co/Akzl5ynMmE                             1
RT @dog_rates: This is Maddie. She gets some wicked air time. Hardcore barkour. 11/10 nimble af https://t.co/bROYbceZ1u                                                      1
RT @dog_rates: I usually only share these on Friday's, but this is Blue. He's a very smoochable pooch who needs your help. 13/10\n\nhttps://t…                               1
This is Stewie. He will roundhouse kick anyone who questions his independence. 11/10 free af https://t.co/dDx2gKefYo                                                         1
This doggo is just waiting for someone to be proud of her and her accomplishment. 13/10 legendary af https://t.co/9T2h14yn4Q                                                 1
I hope everyone enjoys this picture as much as I do. This is Toby. 12/10 https://t.co/vHnu1g9EJm                                                                             1
This is Dwight. He's a pointy pupper. Very docile. Attracts marshmallows. Hurts to pet but definitely worth it 8/10 https://t.co/jjW7zTxY9Z                                  1
This is Caryl. Likes to get in the microwave. 9/10 damn it Caryl https://t.co/YAVwvNaois                                                                                     1
Meet Brooks. He's confused by the almighty ball of tennis. 12/10 \n\n(vid by @PDolan37) https://t.co/AcVWe39nmM                                                              1
My oh my. This is a rare blond Canadian terrier on wheels. Only $8.98. Rather docile. 9/10 very rare https://t.co/yWBqbrzy8O                                                 1
Meet Vincent. He's a wild Adderall Cayenne. Shipped for free. Always fresh. Never frozen. 10/10 great purchase https://t.co/ZfS7chSsi7                                       1
Please stop sending in animals other than dogs. We only rate dogs. Not Furry Ecuadorian Sea Turtles. Thank you... 12/10 https://t.co/UOE79zb6VU                              1
This is Alexander Hamilpup. He was one of the many stars in this year's Puppy Bowl. He just hopes both teams had fun. 12/10 https://t.co/JcTuUcyYNS                          1
RT @dog_rates: This is Timison. He just told an awful joke but is still hanging on to the hope that you'll laugh with him. 10/10 https://t.…                                 1
This is Scooter. His lack of opposable thumbs is rendering his resistance to tickling embarrassingly moot. 12/10 would keep tickling https://t.co/F0VWg2GztI                 1
It's okay pup. This happens every time I listen to @adele also. 11/10 (vid by @_larirutschmann) https://t.co/oCImpQuoRb                                                      1
This is Tedrick. He lives on the edge. Needs someone to hit the gas tho. Other than that he's a baller. 10&amp;2/10 https://t.co/LvP1TTYSCN                                  1
This is Milo. I would do terrible things for Milo. 13/10 https://t.co/R6wJyC2Tey                                                                                             1
This is Sprinkles. He's trapped in light jail. 10/10 would post bail for him https://t.co/4s5Xlijogu                                                                         1
Here we have a Hufflepuff. Loves vest. Eyes wide af. Flaccid tail. Matches carpet. Always a little blurry. 8/10 https://t.co/7JdgVqDnvR                                      1
This is Comet. He's a Wild Estonian Poofer. Surprised they caught him. 12/10 would pet well https://t.co/tlfuZ25IMi                                                          1
This is Clybe. He is an Anemone Valdez. One ear works. Can look in 2 different directions at once. Tongue slip. 7/10 https://t.co/Ks0jZtdIrr                                 1
RT @dog_rates: This is Dawn. She's just checking pup on you. Making sure you're doing okay. 12/10 she's here if you need her https://t.co/X…                                 1
When you try to recreate the scene from Lady &amp; The Tramp but then remember you don't have a significant other. 10/10 https://t.co/TASnD8Q08S                             1
Meet Sadie. She fell asleep on the beach and her friends buried her. 10/10 can't trust fellow puppers these days https://t.co/LoKVvc1xAW                                     1
RT @dog_rates: This is Colby. He's currently regretting all those times he shook your hand for an extra treat. 12/10 https://t.co/vtVHtKFtBH                                 1
This is the saddest/sweetest/best picture I've been sent. 12/10 😢🐶 https://t.co/vQ2Lw1BLBF                                                                                   1
This is Frank (pronounced "Fronq"). Too many boxing gloves, not enough passion. Frank is a lover not a fighter. 8/10 https://t.co/CpPxD28IpV                                 1
This is Coco. At first I thought she was a cloud but clouds don't bork with such passion. 12/10 would hug softly https://t.co/W86h5dgR6c                                     1
This is Blu. He's a wild bush Floofer. I wish anything made me as happy as bushes make Blu. 12/10 would frolic with https://t.co/HHUAnBb6QB                                  1
This is Rumble, but he's not ready to. Would rather fall asleep in his bath bucket. 13/10 would attempt a boop without waking https://t.co/MVQCzrF1g9                        1
Here's a doggo questioning his entire existence. 10/10 someone tell him he's a good boy  https://t.co/dVm5Hgdpeb                                                             1
Meet Roosevelt. He's calculating the best case scenario if he drops out instead of doing math hw. 11/10 relatable af https://t.co/QcSIRDpfVg                                 1
This is Chester. He's been guarding this pumpkin since October. Dedicated af. Hat is nifty as hell. 12/10 would snug https://t.co/CFMjsn3P6B                                 1
This is Kaia. She's just cute as hell. 12/10 I'd kill for Kaia https://t.co/5fMdH8GFaq                                                                                       1
This is Apollo. He thought you weren't coming back so he had a mental breakdown. 8/10 we've all been there https://t.co/ojUBrDCHLT                                           1
Atlas is back and this time he's prettier than the sunset. Seems to be aware of it too. 13/10 would give modeling contract https://t.co/uRdKlFArQE                           1
RT @dog_rates: This is Stubert. He just arrived. 10/10 https://t.co/HVGs5aAKAn                                                                                               1
RT @dog_rates: Meet Hurley. He's the curly one. He hugs every other dog he sees during his walk. 11/10 for spreading the love https://t.co/…                                 1
Never forget this vine. You will not stop watching for at least 15 minutes. This is the second coveted.. 13/10 https://t.co/roqIxCvEB3                                       1
Oh. My. God. 13/10 magical af https://t.co/Ezu6jQrKAZ                                                                                                                        1
RT @dog_rates: This is Phil. He's an important dog. Can control the seasons. Magical as hell. 12/10 would let him sign my forehead https://…                                 1
Say hello to Mauve and Murphy. They're rather h*ckin filthy. Preferred nap over bath. Both 12/10 https://t.co/4UwCTW3lXG                                                     1
This is Colby. He's currently regretting all those times he shook your hand for an extra treat. 12/10 https://t.co/vtVHtKFtBH                                                1
Meet Brody. He's a Downton Abbey Falsetto. Addicted to grating cheese. He says he can stop but we know he can't\n9/10 https://t.co/vBeiQq6SaZ                                1
Here we are witnessing five Guatemalan Birch Floofs in their natural habitat. All 12/10 (Vid by @pootdanielle) https://t.co/rb8nzVNh7F                                       1
This is a golden Buckminsterfullerene named Johm. Drives trucks. Lumberjack (?). Enjoys wall. 8/10 would hug softly https://t.co/uQbZJM2DQB                                  1
This is Skittles. I would kidnap Skittles. Pink dog in back hasn't moved in days. 12/10 https://t.co/2wm0POA9N2                                                              1
Everybody stop what you're doing and look at this dog with her tiny Santa hat. 13/10 https://t.co/KK4XQK9SPi                                                                 1
This is Klevin. He laughs a lot. Very cool dog. 9/10 https://t.co/bATAbPNv0m                                                                                                 1
This is a Helvetica Listerine named Rufus. This time Rufus will be ready for the UPS guy. He'll never expect it 9/10 https://t.co/34OhVhMkVr                                 1
This pup holds the secrets of the universe in his left eye. 12/10 https://t.co/F7xwE0wmnu                                                                                    1
This is Ike. He's demonstrating the pupmost restraint. 13/10 super good boy https://t.co/6gHoGah9nm                                                                          1
Stop what you're doing and watch this heckin masterpiece right here. Both 13/10 https://t.co/3BOVI2WZoH                                                                      1
Meet Daisy. She's rebellious. Full of teen angst. Thought her food should be evenly dispersed around the room. 12/10 https://t.co/8yzgYzP94K                                 1
RT @frasercampbell_: oh my... what's that... beautiful scarf around your neck... 14/10 a h*ckin good dog in a h*ckin good game @GoodDogsGam…                                 1
This pupper is patiently waiting to scare the shit out of Santa. 10/10 https://t.co/NhXo67K6yt                                                                               1
RT @eddie_coe98: Thanks @dog_rates completed my laptop. 10/10 would buy again https://t.co/bO0rThDlXI                                                                        1
Pwease accept dis rose on behalf of dog. 11/10 https://t.co/az5BVcIV5I                                                                                                       1
This is Archie. He's undercover in all these pics. Not actually a bee, cow, or Hawaiian. Sneaky af. 12/10 https://t.co/9fojElzIxx                                            1
RT @dog_rates: This is Oliver. He has dreams of being a service puppo so he can help his owner. 13/10 selfless af\n\nmake it happen:\nhttps://…                              1
This is Shiloh. She did not pass the soft mouth egg test. 10/10 would absolutely still pet https://t.co/PlR6hjqvr5                                                           1
This is Arnie. He's a Nova Scotian Fridge Floof. Rare af. 12/10 https://t.co/lprdOylVpS                                                                                      1
This is Jimothy. He is a Botwanian Gouda. Can write (impressive). Very erect tail. Still looking for hoco date. 9/10 https://t.co/LEkZjZxESQ                                 1
This is Farfle. He lost his back legs during the Battle of Gettysburg. Goes 0-60 in 4.3 seconds (damn) 12/10 hero af https://t.co/NiQQWzIzzq                                 1
This is Frönq. He got caught stealing a waffle. Damn it Frönq. 9/10 https://t.co/7ycWCUrjmZ                                                                                  1
This is Longfellow (prolly sophisticated). He's a North Appalachian Oatzenjammer. Concerned about wrinkled feets. 12/10 would hug softly https://t.co/bpLuQuxzHZ             1
Meet Fillup. Spaghetti is his main weakness. Also pissed because he's rewarded with cat treats 11/10 it'll be ok pup https://t.co/TEHu55ZQKD                                 1
What jokester sent in a pic without a dog in it? This is not @rock_rates. This is @dog_rates. Thank you ...10/10 https://t.co/nDPaYHrtNX                                     1
I want to hear the joke this dog was just told. 10/10 https://t.co/1KiuZqqOD4                                                                                                1
This is Stephanus. She stays woke. 12/10 https://t.co/WIWabMngQZ                                                                                                             1
This is a northern Wahoo named Kohl. He runs this town. Chases tumbleweeds. Draws gun wicked fast. 11/10 legendary https://t.co/J4vn2rOYFk                                   1
This is Fiji. She's a Powdered Stegafloof. Very rare. 12/10 https://t.co/fZRob6eotY                                                                                          1
This is Cooper. He doesn't know how cheese works. Likes the way it feels on his face. Cheeky tongue slip. 11/10 https://t.co/j1zczS0lI5                                      1
This is Ferg. He swallowed a chainsaw. 1 like = 1 prayer 10/10 remain calm Ferg (vid by @calebturer) https://t.co/gOH51Y8Yh1                                                 1
This is Penny. She fought a bee and the bee won. 10/10 you're fine Penny, everything's fine https://t.co/zrMVdfFej6                                                          1
This is a fluffy albino Bacardi Columbia mix. Excellent at the tweets. 11/10 would hug gently https://t.co/diboDRUuEI                                                        1
Really guys? Again? I know this is a rare Albanian Bingo Seal, but we only rate dogs. Only send in dogs... 9/10 https://t.co/6JYLpUmBrC                                      1
This is Jimison. He's stuck in a pot. Damn it Jimison. 9/10 https://t.co/KpLyca3o3E                                                                                          1
After reading the comments I may have overestimated this pup. Downgraded to a 1/10. Please forgive me                                                                        1
My goodness. Very rare dog here. Large. Tail dangerous. Kinda fat. Only eats leaves. Doesn't come when called 3/10 https://t.co/xYGdBrMS9h                                   1
This is Misty. She's in a predicament. Not sure what next move should be. 9/10 stay calm pupper I'm comin https://t.co/XhR7PAgcwF                                            1
Here's a doggo doin a struggle. 11/10 much determined https://t.co/gQqRBfkX4I                                                                                                1
Meet Lola. Her hobbies include being precious af and using her foot as a toothbrush. 12/10 Lola requests your help\n\nhttps://t.co/FYFyHh7rir https://t.co/IiB7ggduoU        1
This dog just brutally murdered a snowman. Currently toying with its nutritious remains 9/10 would totally still pet https://t.co/iKThgKnW1j                                 1
RT @dog_rates: This is Butter. She can have whatever she wants forever. 12/10 would hug softly https://t.co/x5gXRS1abq                                                       1
This is Dash. He's very stylish, but also incredibly unimpressed with the current state of our nation. 10/10 would pet ears first https://t.co/YElO4hvXI6                    1
This is Lincoln. He doesn't understand his new jacket. 11/10 please enjoy (vid by @GraceIsTheName8) https://t.co/S6cQsIoX27                                                  1
This is an extremely rare horned Parthenon. Not amused. Wears shoes. Overall very nice. 9/10 would pet aggressively https://t.co/QpRjllzWAL                                  1
.@breaannanicolee PUPDATE: Cannon has a heart on his nose. Pupgraded to a 13/10                                                                                              1
Two obedient dogs here. Left one has extra leg sticking out of its back. They each get 9/10. Would pet both at once https://t.co/RGcNPsmAfY                                  1
This is Olaf. He's gotta be rare. Seems sturdy. Tail is floofy af. 12/10 would do whatever it takes to pet https://t.co/E9jaU59bh9                                           1
This is Phineas. He's a mystical boy. Only ever appears in the hole of a donut. 13/10 https://t.co/MgUWQ76dJU                                                                1
This is Atlas. Swinging is his passion. 12/10 would push all day https://t.co/9k8LLjJ0uJ                                                                                     1
This is Cleopatricia. She is a northern Paperback Maple. Set up hammock somehow. 9/10 would chill in hammock with https://t.co/sJeHdGUt0W                                    1
Fun dogs here. Top one clearly an athlete. Bottom one very stable. Not very soft tho. 9/10s would still cuddle both https://t.co/79sHR36NsI                                  1
This is Blitz. He's a new dad struggling to cope mentally with the pressures of being a father. Sick shades 10/10 https://t.co/2AVcJ2BZsy                                    1
This is Julius. He's a cool dog. Carries seashell everywhere. Rad segmented legs. Currently attacking castle. 8/10 https://t.co/CwUK5AIgeD                                   1
Meet Pippa. She's an Elfin High Feta. Compact af. Easy to transport. Great for vacations. 10/10 would keep in pocket https://t.co/nBtDeZ4yAb                                 1
When you stumble but recover quickly cause your crush is watching. 12/10 https://t.co/PMeq6IedU7                                                                             1
This is Stephan. He just wants to help. 13/10 such a good boy https://t.co/DkBYaCAg2d                                                                                        1
HAPPY V-DAY FROM YOUR FAV PUPPER SQUAD 13/10 for all https://t.co/7u6VnZ1UFe                                                                                                 1
Say hello to Oliver. He's pretty exotic. Fairly pupset as well. Too many midterms coming pup. 11/10 would pet with extreme caution https://t.co/fGAPAsxjKs                   1
This is Dash. He didn't think the water would be that cold. Damn it Dash it's December. Think a little. 10/10 https://t.co/NqcOwG8pxW                                        1
This is Bailey. She likes flowers. 12/10 https://t.co/YBENhr24FV                                                                                                             1
This is Louie. He's had a long day. Did a lot of pupper things. Also appears to be rather heckin pettable. 11/10 https://t.co/w2qDmoTIZ5                                     1
This is a wild Toblerone from Papua New Guinea. Mouth always open. Addicted to hay. Acts blind. 7/10 handsome dog https://t.co/IGmVbz07tZ                                    1
RT @dog_rates: This is Chompsky. He lives up to his name. 11/10 https://t.co/Xl37lQEWd0                                                                                      1
ER... MER... GERD 13/10 https://t.co/L1puJISV1a                                                                                                                              1
Sneaky dog here. Tuba player has no clue. 10/10 super sneaky https://t.co/jWVwSppaa2                                                                                         1
Meet Otis. He is a Peruvian Quartzite. Pic sponsored by Planters. Ears on point. Killer sunglasses. 10/10 ily Otis https://t.co/tIaaBIMlJN                                   1
This is Doug. He's trying to float away. 12/10 you got this Doug https://t.co/bZaHC3lvTL                                                                                     1
Here's a doggo blowing bubbles. It's downright legendary. 13/10 would watch on repeat forever (vid by Kent Duryee) https://t.co/YcXgHfp1EC                                   1
Meet Laela. She's adorable. Magnificent eyes. But I don't see a seat belt. Insubordinate.. and churlish. Still 12/10 https://t.co/pCGDgLkLo6                                 1
Meet Odin. He's supposed to be giving directions but he'd rather look at u like that. Should probably buckle pup. 12/10 distracting as h*ck https://t.co/1pSqUbLQ5Z          1
Vibrant dog here. Fabulous tail. Only 2 legs tho. Has wings but can barely fly (lame). Rather elusive. 5/10 okay pup https://t.co/cixC0M3P1e                                 1
Meet Jax. He enjoys ice cream so much he gets nervous around it. 13/10 help Jax enjoy more things by clicking below\n\nhttps://t.co/Zr4hWfAs1H https://t.co/tVJBRMnhxl       1
This is Yukon. He pukes rainbows. 12/10 magical af https://t.co/n6wND1v7il                                                                                                   1
This is the happiest pupper I've ever seen. 10/10 would trade lives with https://t.co/ep8ATEJwRb                                                                             1
Meet Olive. He comes to spot by tree to reminisce of simpler times and truly admire his place in the universe. 11/10 https://t.co/LwrCwlWwPB                                 1
This is Bodie. He's not proud of what he did, but it needed to be done. 9/10 eight days was a pretty good streak tbh https://t.co/bpZsGMqVVP                                 1
Meet Aqua. She's a sandy pupper. Not sure how she feels about being so sandy. Radical tongue slip. 11/10 petable af https://t.co/rYxJ0UQtbE                                  1
RT @dog_rates: Meet Gerald. He's a fairly exotic doggo. Floofy af. Inadequate knees tho. Self conscious about large forehead. 8/10 https://…                                 1
Meet Grady. He's very hungry. Too bad no one can find his food bowl. 9/10 poor pupper https://t.co/oToIkYnEGn                                                                1
Meet Malikai. He was rolling around having fun when he remembered the inevitable heat death of the universe. 10/10 https://t.co/Vd2FqHIIGn                                   1
This is Charleson. He lost his plunger. Looked everywhere. Can't find it. So sad. 9/10 would comfort https://t.co/pRHX8yn9Yu                                                 1
Meet Harold.  He's h*ckin cooperative. 13/10 good work Harold https://t.co/ZYg3NZGICa                                                                                        1
Meet Charlie. She asked u to change the channel to Animal Planet at least 6 times. Now taking matters into her own paws. 13/10 assertive af https://t.co/WTzhtfevKY          1
Fascinating dog here. Loves beach. Oddly long nose for dog. Massive ass paws. Hard to cuddle w. 3/10 would still pet https://t.co/IiSdmhkC5N                                 1
This is Chloe. She fell asleep at the wheel. Absolute menace on the roadways. Sneaky tongue slip tho. 11/10 https://t.co/r6SLVN2VUH                                          1
RT @dog_rates: This is Logan, the Chow who lived. He solemnly swears he's up to lots of good. H*ckin magical af 9.75/10 https://t.co/yBO5wu…                                 1
This is Leo. He's a vape god. Blows o's for days. Probably drives a Subaru. Definitely owns multiple fedoras. 10/10 https://t.co/nt2x3fHaRJ                                  1
This is Kara. She's been trying to solve that thing for 3 days. "I don't have thumbs," she said. 11/10 solid effort https://t.co/lA6a8GefrV                                  1
RT @dog_rates: Meet Beau &amp; Wilbur. Wilbur stole Beau's bed from him. Wilbur now has so much room for activities. 9/10 for both pups https:/…                             1
RT @dog_rates: When she says you're a good boy and you know you're a good boy because you're a good boy. 13/10 https://t.co/O5IUmRHRIh                                       1
This is Gerald. He's a fluffy lil yellow pup. Always looks like his favorite team just lost on a hail mary. 7/10 https://t.co/GpSkpN8kXS                                     1
Here we have a neat pup. Very white. Cool shades. Upcoming cruise? Great dog 10/10 https://t.co/LEaviT37v1                                                                   1
RT @dog_rates: This is Kenny. He just wants to be included in the happenings. 11/10 https://t.co/2S6oye3XqK                                                                  1
This is Pilot. He has mastered the synchronized head tilt and sneaky tongue slip. Usually not unlocked until later doggo days. 12/10 https://t.co/YIV8sw8xkh                 1
This is Simba. He's the grand prize. The trophy is just for participation. 12/10 would pet so damn well https://t.co/4qiuC0lXq5                                              1
This is my dog. Her name is Zoey. She knows I've been rating other dogs. She's not happy. 13/10 no bias at all https://t.co/ep1NkYoiwB                                       1
This is Tilly. She's just checking pup on you. Hopes you're doing ok. If not, she's available for pats, snugs, boops, the whole bit. 13/10 https://t.co/0Xxu71qeIV           1
This is Superpup. His head isn't proportional to his body. Has yet to serve any justice. 11/10 maybe one day pupper https://t.co/gxIFgg8ktm                                  1
Oh my. Here you are seeing an Adobe Setter giving birth to twins!!! The world is an amazing place. 11/10 https://t.co/11LvqN4WLq                                             1
This is Tucker. He's very camera shy. 12/10 would give stellar belly rubs to https://t.co/BJRsxuLF1w                                                                         1
This is Anakin. He strives to reach his full doggo potential. Born with blurry tail tho. 11/10 would still pet well https://t.co/9CcBSxCXXG                                  1
This is Jeph. He is a German Boston Shuttlecock. Enjoys couch. Lost body during French Revolution. True hero 9/10 https://t.co/8whlkYw3mO                                    1
This is Wally. He's being abducted by aliens. 10/10 poor pupper https://t.co/EiF659Bgjn                                                                                      1
This is Arya. She can barely contain her excitement for more peanut butter. Also patriotic af. 13/10 https://t.co/AL4Ahm1Rm5                                                 1
RT @dog_rates: Meet Hercules. He can have whatever he wants for the rest of eternity. 12/10 would snug passionately https://t.co/mH0IOyFdIG                                  1
This is Bertson. He just wants to say hi. 11/10 would boop nose https://t.co/hwv7Wq6gDA                                                                                      1
Meet Piper. She's an airport doggo. Please return your tray table to its full pupright and locked position. 11/10 https://t.co/D17IAcetmM                                    1
Say hello to Bisquick. He is a Brown Douglass Fir terrier. Very inbred. Looks terrified. 8/10 still cute tho https://t.co/1XYRh8N00K                                         1
Say hello to William. He makes fun of others because he's terrified of his own deep-seated insecurities. 7/10 https://t.co/bwuV6FlRxr                                        1
This is Marley. She chews shoes then feels extremely guilty about it and refuses to look at them. 10/10 https://t.co/f99MV0htAV                                              1
Say hello to Calbert. He doesn't have enough legs. Wtf Calbert. Still havin a blast tho. 11/10 would pet extra well https://t.co/iNFIHvcVur                                  1
This is Bradley. That is his sandwich. He carries it everywhere. 10/10 https://t.co/AjBkGTyCeO                                                                               1
This is Zeke. He has a new stick. Very proud of it. Would like you to throw it for him without taking it. 13/10 would do my best https://t.co/HTQ77yNQ5K                     1
Meet Dave. It's his favorite day of the year. He gets to fulfill his dream of being a dinosaur. 12/10 inspirational af https://t.co/MgQSdfZGPN                               1
Here we have perhaps the wisest dog of all. Above average with light sabers. Immortal as h*ck. 14/10 dog, or dog not, there is no try https://t.co/upRYxG4KbG                1
This is Timmy. He's quite large. According to a trusted source it's actually a dog wearing a dog suit. 11/10 https://t.co/BIUchFwHqn                                         1
This is Kane. He's a semi-submerged Haitian Huffleplop. Happy af. Sick waterfall. 11/10 would pat head approvingly https://t.co/7zjEC501Ul                                   1
Sharp dog here. Introverted. Loves purple. Not fun to pet. Hurts to cuddle with. 6/10 still good dog tho https://t.co/Dfv2YaHPMn                                             1
Here is George. George took a selfie of his new man bun and that is downright epic. (Also looks like Rand Paul) 9/10 https://t.co/afRtVsoIIb                                 1
This is Carl. He just wants to make sure you're having a good day. 12/10 just a swell pup https://t.co/Wk3XCnmDvm                                                            1
After countless hours of research and hundreds of formula alterations we have concluded that Dug should be bumped to an 11/10                                                1
This is Yogi. He's 98% floof. Snuggable af. 12/10 https://t.co/opoXKxmfFm                                                                                                    1
RT @basic_vacek_: I love my new mug easy 13/10 @dog_rates https://t.co/0bYtoL7Wwt                                                                                            1
This is Piper. She would really like that tennis ball core. Super sneaky tongue slip. 12/10 precious af https://t.co/QP6GHi5az9                                              1
This is Gustav. He has claimed that plant. It is his now. 10/10 would not try to take his plant away https://t.co/uRI7HBgGJX                                                 1
These two pups just met and have instantly bonded. Spectacular scene. Mesmerizing af. 10/10 and 7/10 for blue dog https://t.co/gwryaJO4tC                                    1
We usually don't rate penguins but this one is in need of a confidence boost after that slide. 10/10 https://t.co/qnMJHBxPuo                                                 1
This is Lizzie. She's about to fist bump the large ridable maned pupper. She's very excited. 10/10 for both dogs https://t.co/mFhvtX36om                                     1
RT @dog_rates: We only rate dogs. Please don't send pics of men capturing low level clouds. Thank you... 11/10 https://t.co/rLi83ZyCL5                                       1
Meet Ralf. He's a miniature Buick DiCaprio. Can float (whoa). Loves to beach. Snazzy green vest. 11/10 I'd hug Ralf https://t.co/R5Z6jBTdhc                                  1
Say hello to Winston. He has no respect for the system. Much rebellion. I think that's a palm tree... nice. 8/10 https://t.co/dOLQddhXLZ                                     1
@ComplicitOwl @ShopWeRateDogs &gt;10/10 is reserved for dogs                                                                                                                 1
RT @alexmartindawg: THE DRINK IS DR. PUPPER 10/10 good pun @matt___nelson @GoodDogsGame https://t.co/act3duiqbL                                                              1
Here we have a doggo who has messed up. He was hoping you wouldn't notice. 11/10 someone help him https://t.co/XdRNXNYD4E                                                    1
Meet General. He wasn't content with the quality of his room. Requested to pupgrade, but was ignored. 14/10 look who just lost a customer https://t.co/NP5JW8LnmW            1
This is a Trans Siberian Kellogg named Alfonso. Huge ass eyeballs. Actually Dobby from Harry Potter. 7/10 https://t.co/XpseHBlAAb                                            1
Here we see a rare pouched pupper. Ample storage space. Looks alert. Jumps at random. Kicked open that door. 8/10 https://t.co/mqvaxleHRz                                    1
Say hello to Opie and Clarkus. Clarkus fell asleep so Opie buried him. Ruthless af 10/10 for both https://t.co/xT7XaY4gnW                                                    1
RT @dog_rates: We only rate dogs. Pls stop sending in non-canines like this Mongolian grass snake. This is very frustrating. 11/10 https://…                                 1
This is Howie. He just bloomed. 11/10 revolutionary af https://t.co/m5fYxrO3IU                                                                                               1
SWIM AWAY PUPPER SWIM AWAY 13/10 #BarkWeek  https://t.co/QGGhZoTcwy                                                                                                          1
Meet Chester (bottom) &amp; Harold (top). They are different dogs not only in appearance, but in personality as well. Both 12/10 symbiotic af https://t.co/8ZOZS2FSJe        1
This is Anthony. He just finished up his masters at Harvard. Unprofessional tattoos. Always looks perturbed. 5/10 https://t.co/iHLo9rGay1                                    1
This is Dook &amp; Milo. Dook is struggling to find who he really is and Milo is terrified of what that might be. 8/10s https://t.co/fh5KflzBR0                              1
Meet Karma. She's just a head. Lost body during the Second Punic War (unfortunate). Loves to travel 10/10 petable af https://t.co/c6af6nYEPo                                 1
10/10 I'd follow this dog into battle no questions asked https://t.co/ngTNXYQF0L                                                                                             1
This is Kaiya. She's an aspiring shoe model. 12/10 follow your dreams pupper https://t.co/nX8FiGRHvk                                                                         1
Sometimes you guys remind me just how impactful a pupper can be. Cooper will be remembered as a good boy by so many. 14/10 rest easy friend https://t.co/oBL7LEJEzR          1
We normally don't rate lobsters, but this one appears to be a really good lobster. 10/10 would pet with caution https://t.co/YkHc7U7uUy                                      1
This is Sailor. He has collected the best dirt in the area. As any good boy would. Under the impression you know what to do next. 12/10 https://t.co/jrFzScKWEG              1
This is Lola. She was not fully prepared for the water slide. 9/10 https://t.co/svlkUlg3NH                                                                                   1
I don't know any of the backstory behind this picture but for some reason I'm crying. 13/10 for owner and doggo https://t.co/QOKZdus9TT                                      1
Watch out Airbud. This pupper is also good at the sports. 12/10 I'm thinking D1 https://t.co/1HrFdo7M0C                                                                      1
This is Leo. He's a golden chow. Rather h*ckin rare. 13/10 would give extra pats https://t.co/xosHjFzVXc                                                                     1
Here is a perfect example of someone who has their priorities in order. 13/10 for both owner and Forrest https://t.co/LRyMrU7Wfq                                             1
Say hello to Sunny and Roxy. They pull things out of water together. 10/10 for both https://t.co/88aedAmxcl                                                                  1
Meet Gerald. He's a fairly exotic doggo. Floofy af. Inadequate knees tho. Self conscious about large forehead. 8/10 https://t.co/WmczvjCWJq                                  1
RT @dog_rates: In case you haven't seen the most dramatic sneeze ever... 13/10 https://t.co/iy7ylyZcsE                                                                       1
This is Maximus. His face is stuck like that. Tragic really. Great tongue tho. 12/10 would pet firmly https://t.co/xIfrsMNLBR                                                1
Nothin better than a doggo and a sunset. 11/10 https://t.co/JlFqOhrHEs                                                                                                       1
This is Billl. He's trying to be a ghost but he's not very good at it. 6/10 c'mon Billl https://t.co/ero0XfdGtY                                                              1
This is Ruffles. He is an Albanian Shoop Da Whoop. He just noticed the camera. Patriotic af. Classy hardwood. 11/10 https://t.co/HyDpTU5Jhj                                  1
This is quite the dog. Gets really excited when not in water. Not very soft tho. Bad at fetch. Can't do tricks. 2/10 https://t.co/aMCTNWO94t                                 1
This is Maxaroni. He's pumped as hell for the summer. Been working on his beach bod for so long. 10/10 https://t.co/UHvjxm9B0O                                               1
Say hello to Kallie. There was a tornado in the area &amp; the news guy said everyone should wear a helmet. 10/10 adorbz https://t.co/AGyogHtmXx                             1
This is a Dasani Kingfisher from Maine. His name is Daryl. Daryl doesn't like being swallowed by a panda. 8/10 https://t.co/jpaeu6LNmW                                       1
This pup was carefully tossed to make it look like she's riding that horse. I have no words this is fabulous. 12/10 https://t.co/Bob33W4sfD                                  1
This is actually a lion. We only rate dogs. For the last time please only send dogs. Thank u.\n12/10 would still pet https://t.co/Pp26dMQxap                                 1
Meet Hank and Sully. Hank is very proud of the pumpkin they found and Sully doesn't give a shit. 11/10 and 8/10 https://t.co/cwoP1ftbrj                                      1
Another spooky pupper here. Most definitely floating. No legs. Probably knows some dark magic. 10/10 very spooked https://t.co/JK8MByRzgj                                    1
This is Tucker. He's feeling h*ckin festive and his owners don't have the heart to tell him Christmas is over. 12/10 https://t.co/zqR5XKMpuY                                 1
Unfamiliar with this breed. Ears pointy af. Won't let go of seashell. Won't eat kibble. Not very fast. Bad dog 2/10 https://t.co/EIn5kElY1S                                  1
Two gorgeous pups here. Both have cute fake horns(adorable). Barn in the back looks on fire. 5/10 would pet rly well https://t.co/w5oYFXi0uh                                 1
Meet Venti, a seemingly caffeinated puppoccino. She was just informed the weekend would include walks, pats and scritches. 13/10 much excite https://t.co/ejExJFq3ek         1
This is a Shotokon Macadamia mix named Cheryl. Sophisticated af. Looks like a disappointed librarian. Shh (lol) 9/10 https://t.co/J4GnJ5Swba                                 1
This is Doc. He requested to be carried around like that. 12/10 anything for Doc https://t.co/mWYACm4qnx                                                                     1
This is Belle. She's a Butterflop Hufflepoof. Rarer than most. Having trouble with car seat. 10/10 perturbed af https://t.co/VIXT3D26VM                                      1
RT @dog_rates: This is Rubio. He has too much skin. 11/10 https://t.co/NLOHmlENag                                                                                            1
This is Cooper. He tries to come across as feisty but it never works for very long. 12/10 https://t.co/AVks8DjHwB                                                            1
This is Ralphie. He's being treated for an overactive funny bone, which is no joke. 12/10 would try to pet with a straight face https://t.co/UU3KqQF5n5                      1
Say hello to Gizmo. He's upset because he's not sure if he's really big or the shopping cart is really small. 7/10 https://t.co/XkMtCGhr4a                                   1
RT @dog_rates: This is Balto. He's very content. Legendary tongue slippage. 12/10 would pet forever https://t.co/T7Jr4Gw4sC                                                  1
This is Kendall. 12/10 would cuddle the hell out of https://t.co/fJulMurnfj                                                                                                  1
RT @dog_rates: This is Davey. He'll have your daughter home by 8. Just a stand up pup. 11/10 would introduce to mom https://t.co/E6bGWf9EOm                                  1
This is Winnie. She's not a fan of the fast moving air. 11/10 objects in mirror may be more fluffy than they appear https://t.co/FyHrk20gUR                                  1
Nothing better than a doggo and a sunset. 10/10 majestic af https://t.co/xVSodF19PS                                                                                          1
This is Pinot. He's a sophisticated doggo. You can tell by the hat. Also pointier than your average pupper. Still 10/10 would pet cautiously https://t.co/f2wmLZTPHd         1
This is Carl. He's very powerful. 12/10 don't mess with Carl https://t.co/v5m2bIukXc                                                                                         1
I'll name the dogs from now on. This is Kreggory. He does parkour. 10/10 https://t.co/uPqPeXAcua                                                                             1
This is Beemo. He's a Chubberflop mix. 12/10 would cross the world for https://t.co/kzMVMU8HBV                                                                               1
This pup is sad bc he didn't get to be the toy car. Also he has shitty money management skills. 10/10 still cute tho https://t.co/PiSXXZjDSJ                                 1
Say hello to Mimosa. She's an emotional support doggo who helps her owner with PTSD. 13/10, but she needs your help\n\nhttps://t.co/L6mLzrd7Mx https://t.co/jMutBFdw5o       1
Ugh not again. We only rate dogs. Please don't send in well-dressed  floppy-tongued street penguins. Dogs only please. Thank you... 12/10 https://t.co/WiAMbTkDPf            1
Meet Glenn. Being in public scares him. Frighteningly relatable. 12/10 keep hangin in there Glenn (Imgur - Wuhahha) https://t.co/pA4MDKwRci                                  1
This is Batdog. He's sleeping now but when he wakes up he'll fight crime and such. Great tongue. 11/10 for Batdog https://t.co/Clg16EVy9O                                    1
Meet BeBe. She rocks the messy bun of your dreams. H*ckin flawless. 12/10 would watch her tutorial https://t.co/of0pFNBIl8                                                   1
Say hello to Chuq. He just wants to fit in. 11/10 https://t.co/hGkMCjZzn4                                                                                                    1
This is Wesley. He's clearly trespassing. Seems rather h*ckin violent too. Weaponized forehead. 3/10 wouldn't let in https://t.co/pL7wbMRW7M                                 1
This golden is happy to refute the soft mouth egg test. Not a fan of sweeping generalizations. 11/10 #notallpuppers https://t.co/DgXYBDMM3E                                  1
This is an Irish Rigatoni terrier named Berta. Completely made of rope. No eyes. Quite large. Loves to dance. 10/10 https://t.co/EM5fDykrJg                                  1
When you see sophomores in high school driving. 11/10 https://t.co/m6aC8d1Kzp                                                                                                1
This is Dave. He's a tropical pup. Short lil legs (dachshund mix?) Excels underwater, but refuses to eat kibble 5/10 https://t.co/ZJnCxlIf62                                 1
🎶 HELLO FROM THE OTHER SIIIIIIIIDE 🎶 10/10 https://t.co/MTOOksRzvH                                                                                                           1
Say hello to Kenneth. He likes Reese's Puffs. 10/10 https://t.co/6RHNRsByOY                                                                                                  1
Very fit horned dog here. Looks powerful. Not phased by wind. Great beard. Big enough to ride? 6/10 would cuddle https://t.co/wwwYO9C9kl                                     1
This is Rolf. He's having the time of his life. 11/10 good pupper https://t.co/OO6MqEbqG3                                                                                    1
Meet Kayla, an underground poker legend. Players lose on purpose hoping she'll let them pet her. 10/10 strategic af https://t.co/EkLku795aO                                  1
Say hello to Emmie. She's trapped in an ornament. Tragic af. Looks pretty content tho. Maybe it's meant to be. 9/10 https://t.co/Fh7geodBCU                                  1
This is Barclay. His father was a banana. 11/10 appeeling af https://t.co/ucOEfr2rjV                                                                                         1
This is Lennon. He's a Boopershnoop Pupperdoop. Quite rare. Exceptionally pettable. 12/10 would definitely boop that shnoop https://t.co/fhgP6vSfhX                          1
This is Keith. He's had 13 DUIs. 7/10 that's too many Keith https://t.co/fa7olwrF9Y                                                                                          1
This is Karll. He just wants to go kayaking. 10/10 please someone take Karll kayaking already https://t.co/vXLkvyNQHp                                                        1
This is Gabe. He was the unequivocal embodiment of a dream meme, but also one h*ck of a pupper. You will be missed by so many. 14/10 RIP https://t.co/M3hZGadUuO             1
Meet Tucker. It's his birthday. He's pupset with you because you're too busy playing @GoodDogsGame to celebrate. 13/10 would put down phone https://t.co/vrppizPGdb          1
12/10 simply brilliant pup https://t.co/V6ZzG45zzG                                                                                                                           1
This is Buddy. He's photogenic af. Loves to sexily exit pond. Very striped. Comes with shield. 8/10 would pet well https://t.co/mYhQvAdV4f                                   1
Meet Tassy &amp; Bee. Tassy is pretty chill, but Bee is convinced the Ruffles are haunted. 10/10 &amp; 11/10 respectively https://t.co/fgORpmTN9C                            1
I'm not sure what's happening here, but it's pretty spectacular. 12/10 for both https://t.co/JKXh0NbBNL                                                                      1
This is O'Malley. That is how he sleeps. Doesn't care what you think about it. 10/10 comfy af https://t.co/Pq150LeRaC                                                        1
This is Cedrick. He's a spookster. Did me a discomfort. 10/10 would pet with a purpose https://t.co/yS7T4gxKod                                                               1
This is Penny. She's a sailor pup. 11/10 would take to the open seas with https://t.co/0rRxyBQt32                                                                            1
This may be the greatest video I've ever been sent. 4/10 for Charles the puppy, 13/10 overall. (Vid by @stevenxx_) https://t.co/uaJmNgXR2P                                   1
Say hello to Ted. He accidentally opened the front facing camera. 11/10 h*ckin unpupared https://t.co/sIB5C6FDop                                                             1
This is Jockson. He is a Pinnacle Sagittarius. Fancy bandana. Enjoys lightly sucking on hot dog in nature. 8/10 https://t.co/RdKbAOEpDK                                      1
SHE DID AN ICY ZOOM AND KNEW WHEN TO PUT ON THE BRAKES 13/10 CANCEL THE GAME THIS IS ALL WE NEED https://t.co/4ctgpGcqAd                                                     1
This is Daisy. She's here to make your day better. 13/10 mission h*ckin successful https://t.co/PbgvuD0qIL                                                                   1
RT @dog_rates: This is Loki. He smiles like Elvis. Ain't nothin but a hound doggo. 12/10 https://t.co/QV5nx6otZR                                                             1
When it's Janet from accounting's birthday but you can't eat the cake cuz it's chocolate. 10/10 hang in there pupper https://t.co/Fbdr5orUrJ                                 1
This dog resembles a baked potato. Bed looks uncomfortable. No tail. Comes with butter tho. 3/10 petting still fun https://t.co/x89NSCEZCq                                   1
This is Vince. He's a Gregorian Flapjeck. White spot on legs almost looks like another dog (whoa). 9/10 rad as hell https://t.co/aczGAV2dK4                                  1
I didn't believe it at first but now I can see that voter fraud is a serious h*ckin issue. 11/10 https://t.co/7i0bDMbrVN                                                     1
Here we have an entire platoon of puppers. Total score: 88/80 would pet all at once https://t.co/y93p6FLvVw                                                                  1
RT @dog_rates: This is Tucker. He would like a hug. 13/10 someone hug him https://t.co/wdgY9oHPrT                                                                            1
I was going to do 007/10, but the joke wasn't worth the &lt;10 rating                                                                                                        1
RT @dog_rates: Ever seen a dog pet another dog? Both 13/10 truly an awe-inspiring scene. (Vid by @mdougherty20) https://t.co/3PoKf6cw7f                                      1
I'm getting super heckin frustrated with you all sending in non canines like this ostrich. We only rate dogs... 9/10 https://t.co/Rgbni2Ns8z                                 1
Say hello to Maggie. She's a Western Septic Downy. Pretends to be Mexican. Great hardwood flooring. 9/10 https://t.co/P3ElQ2wsjb                                             1
This is Cooper. Someone attacked him with a sharpie. Poor pupper. 11/10 nifty tongue slip tho https://t.co/01vpuRDXQ8                                                        1
Ohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboy. 10/10 for all (by happytailsresort) https://t.co/EY8kEFuzK7                                     1
This is Grizzie. She's a semi-submerged Bahraini Buttersplotch. Appears alert af. Snazzy tongue. 11/10 would def pet https://t.co/WZ4zzkXXnW                                 1
Meet Watson. He's a Suzuki Tickleboop. Leader of a notorious biker gang. Only one ear functional. 12/10 snuggable af https://t.co/R1gLc5vDqG                                 1
Say hello to Jack (pronounced "Kevin"). He's a Virgo Episcopalian. Can summon rainbows. 11/10 magical as hell https://t.co/YHXrdUTHd6                                        1
This is Walter. He is an Alaskan Terrapin. Loves outdated bandanas. One ear still working. Cool house plant. 10/10 https://t.co/qXpcwENTvn                                   1
13/10 I can't stop watching this (vid by @k8lynwright) https://t.co/nZhhMRr5Hp                                                                                               1
The floofs have been released I repeat the floofs have been released. 84/70 https://t.co/NIYC820tmd                                                                          1
This is Finnegus. He's trapped in a snow globe. Poor pupper. 10/10 would make sure no one shook it https://t.co/BjpOa52jQ4                                                   1
We only rate dogs. Please don't send perfectly toasted marshmallows attempting to drive. Thank you... 13/10 https://t.co/nvZyyrp0kd                                          1
"Good afternoon class today we're going to learn what makes a good boy so good" 13/10 https://t.co/f1h2Fsalv9                                                                1
This is Shaggy. He knows exactly how to solve the puzzle but can't talk. All he wants to do is help. 10/10 great guy https://t.co/SBmWbfAg6X                                 1
HE WAS DOING A SNOOZE NO SHAME IN A SNOOZE 13/10 https://t.co/Gu5wHx3CBd                                                                                                     1
This is Acro. You briefly see her out of the corner of your eye. You look and she's not there. 10/10 mysterious pup https://t.co/fqiEsTduEs                                  1
This is Meyer. He has to hold somebody's hand during car rides. He's also wearing a seatbelt. 12/10 responsible af https://t.co/WS6BoApYyL                                   1
This is Creg. You offered him a ride to work but you're late and you just missed his exit. 8/10 https://t.co/3r7wznfuoa                                                      1
This is Hammond. He's a peculiar pup. Loves long walks. Bark barely audible. Too many legs. 3/10 must be rare https://t.co/NOIiRWr5Jf                                        1
Say hello to Eugene &amp; Patti Melt. No matter how dysfunctional they get, they will never top their owners. Both 12/10 would pet at same time https://t.co/jQUdvtdYMu      1
This is Daisy. She has a heart on her butt. 13/10 topical af https://t.co/u6p4LxzHKg                                                                                         1
This is Penny. She's a dragon slayer. Feared by most, if not all, dragons. Showing off her latest victim here. 12/10 would pet with caution https://t.co/qUOijSlPnj          1
This is Jeffri. He's a speckled ice pupper. Very lazy. Enjoys the occasional swim. Rather majestic really. 7/10 https://t.co/0iyItbtkr8                                      1
This is Thumas. He hates potted plants. 8/10 wtf Thumas https://t.co/rDVueNIcEi                                                                                              1
This is Rory. He's extremely impatient. 11/10 settle down pupper https://t.co/e3tfXJLi40                                                                                     1
"To bone or not to bone?"\n10/10 https://t.co/4g5kFdxp6g                                                                                                                     1
And finally, happy 4th of July from the squad 🇺🇸 13/10 for all https://t.co/Mr8Lr3iOUe                                                                                       1
Say hello to Gin &amp; Tonic. They're having a staring contest. Very very intense. 9/10 for both https://t.co/F6bI9dF16E                                                     1
Happy Wednesday here's a pup wearing a beret. 12/10 please enjoy https://t.co/MXedEzSHIf                                                                                     1
RT @dog_rates: This is Bo. He was a very good First Doggo. 14/10 would be an absolute honor to pet https://t.co/AdPKrI8BZ1                                                   1
RT @dog_rates: This is Bo and Ty. Bo eats paper and Ty felt left out. 11/10 for both https://t.co/1acHQS8rvK                                                                 1
This is Pawnd... James Pawnd. He's suave af. 13/10 would trust with my life https://t.co/YprN62Z74I                                                                          1
This is Olive. He's stuck in a sleeve. 9/10 damn it Olive https://t.co/NnLjg6BgyF                                                                                            1
This is Lucy. She's a Benebop Cumberplop. 12/10 would hold against my face https://t.co/4yXa801fgl                                                                           1
This is DonDon. He's way up but doesn't feel blessed. Rather uncomfortable actually. 12/10 I'll save you DonDon https://t.co/OCYLz3fjVE                                      1
This is Iggy. He was a rescue dog killed in the Stockholm attack. His memorial started with a collar and four bones. It's grown a bit. 14/10 https://t.co/E4a0R9my1M         1
This is Traviss. He has no ears. Two rare dogs in background. I bet they all get along nicely. 7/10s I'd pet all https://t.co/Viu56hVhhP                                     1
"Please, no puparazzi" 11/10 https://t.co/nJIXSPfedK                                                                                                                         1
Here's a doggo who looks like he's about to give you a list of mythical ingredients to go collect for his potion. 11/10 would obey https://t.co/8SiwKDlRcl                   1
Like father (doggo), like son (pupper). Both 12/10 https://t.co/pG2inLaOda                                                                                                   1
This is Blitz. He screams. 10/10 (vid by @yeaahliv) https://t.co/MfW2aym5UF                                                                                                  1
This is Alf. Someone just rubbed a balloon on his head. He's only a little pupset about it. 12/10 would pet well https://t.co/IOdgfnSE9G                                     1
This is Bo. He's a Benedoop Cumbersnatch. Seems frustrated with own feet. Portable as hell. 11/10 very solid pupper https://t.co/TONMhRoQh7                                  1
RT @dog_rates: This is Pipsy. He is a fluffball. Enjoys traveling the sea &amp; getting tangled in leash. 12/10 I would kill for Pipsy https://…                             1
This is Cooper. He likes to stick his tongue out at you and then laugh about it. 12/10 quite the jokester https://t.co/O9iGgvfuzl                                            1
This is Fwed. He is a Canadian Asian Taylormade. Was having a blast until pink spiky football attacked. 8/10 https://t.co/A37eGLz5WS                                         1
Happy Friday here's a sleepy pupper 12/10 https://t.co/eBcqv9SPkY                                                                                                            1
RT @dog_rates: Meet Jack. He's one of the rare doggos that doesn't mind baths. 11/10 click the link to see how you can help Jack!\n\nhttps://…                               1
RT @dog_rates: I'm not sure what's happening here, but it's pretty spectacular. 12/10 for both https://t.co/JKXh0NbBNL                                                       1
This is Link. He struggles with couches. 10/10 would assist https://t.co/SbX4e6Yg3o                                                                                          1
This is Tuck. As you can see, he's rather h*ckin rare. Taken seriously until his legs are seen. Tail stuck in a permanent zoom. 13/10 https://t.co/P7PBGqrKSe                1
This is Crystal. She's a shitty fireman. No sense of urgency. People could be dying Crystal. 2/10 just irresponsible https://t.co/rtMtjSl9pz                                 1
This is Ben &amp; Carson. It's impossible for them to tilt their heads in the same direction. Cheeky wink by Ben. 11/10s https://t.co/465sIBdvzU                             1
This is Tebow. He kindly requests that you put down the coffee and play with him. 13/10 such a good boy https://t.co/56uBP28eqw                                              1
This is Lilly. She just parallel barked. Kindly requests a reward now. 13/10 would pet so well https://t.co/SATN4If5H5                                                       1
This is Reginald. He's pondering what life would be like without so much damn skin. 9/10 it'll be ok buddy https://t.co/1U5Ro5FA4c                                           1
This is Samson. He patrols his waters on the back of his massive shielded battle dog. 11/10 https://t.co/f8dVgDYDFf                                                          1
Meet Terrance. He's being yelled at because he stapled the wrong stuff together. 11/10 hang in there Terrance https://t.co/ixcuUYCbdD                                        1
Meet Maggie. She can hear your cells divide. 12/10 can also probably fly https://t.co/ovE2hqXryV                                                                             1
This is Otis. He just passed a cop while going 61 in a 45. Very nervous pupper. 7/10 https://t.co/jJS8qQeuNO                                                                 1
RT @dog_rates: This is Walter. He won't start hydrotherapy without his favorite floatie. 14/10 keep it pup Walter https://t.co/r28jFx9uyF                                    1
This is Oliver. He has dreams of being a service puppo so he can help his owner. 13/10 selfless af\n\nmake it happen:\nhttps://t.co/f5WMsx0a9K https://t.co/6lJz0DKZIb       1
Endangered triangular pup here. Could be a wizard. Caught mid-laugh. No legs. Just fluff. Probably a wizard. 9/10 https://t.co/GFVIHIod0Z                                    1
This is Lucy. She's a Venetian Kerploof. Supposed to be navigating. Quite irresponsible. Fancy ass collar tho 12/10 https://t.co/8tjnz1L8DI                                  1
RT @dog_rates: This is Lilly. She just parallel barked. Kindly requests a reward now. 13/10 would pet so well https://t.co/SATN4If5H5                                        1
Meet Lola. She's a Metamorphic Chartreuse. Plays with her food. Insubordinate and churlish. Exquisite hardwood 11/10 https://t.co/etpBNXwN7f                                 1
This is Bella. Based on this picture she's at least 8ft tall (wow)! Must be rare. 11/10 would pet on tippy toes https://t.co/XTVbSRdvcp                                      1
This is Laika. She was a space pupper. The first space pupper actually. Orbited earth like a h*ckin boss. 14/10 hero af https://t.co/trSjgY3h4g                              1
This is Finn. He's very nervous for the game. Has a lot of money riding on it.10/10 would attempt to comfort https://t.co/CbtNfecWiT                                         1
Here's a badass mystery pupper. You weren't aware that you owe him money, but you do. 10/10 shades sick af https://t.co/fv9e9AtzSG                                           1
Meet Millie. She's practicing her dive form for Rio. It's nearly perfect. Dedicated af. 10/10 go for gold pupper https://t.co/SDVkc4m96M                                     1
It is an honor to rate this pup. He is a Snorklhuahua from Amarillo. A true renaissance dog. Also part Rudolph 10/10 https://t.co/ALNyYuGui7                                 1
This is Edmund. He sends stellar selfies. Cute af. 8/10 would totally snapchat with this pupper https://t.co/PprXoqZuKY                                                      1
When bae calls your name from across the room. 12/10 (vid by @christinemcc98) https://t.co/xolcXA6gxe                                                                        1
This is Blue. He was having an average day until his owner told him about Bront. 12/10 h*ckin hysterical af https://t.co/saRYTcxQeH                                          1
RT until we find this dog. Clearly a cool dog (front leg relaxed out window). Looks to be a superb driver. 10/10 https://t.co/MnTrKaQ8Wn                                     1
Here's a pupper that's very hungry but too lazy to get up and eat. 12/10 (vid by @RealDavidCortes) https://t.co/lsVAMBq6ex                                                   1
RT @dog_rates: This is Harper. She scraped her elbow attempting a backflip off a tree. Valiant effort tho. 12/10 https://t.co/oHKJHghrp5                                     1
Here's a very sleepy pupper. Appears to be portable as h*ck. 12/10 would snug intensely https://t.co/61sX7pW5Ca                                                              1
This is Orion. He just got back from the dentist. Cavity free af. 12/10 would give extra pats https://t.co/Y4DZx2UWsr                                                        1
Doggo will persevere. 13/10\nhttps://t.co/yOVzAomJ6k                                                                                                                         1
Someone help the girl is being mugged. Several are distracting her while two steal her shoes. Clever puppers 121/110 https://t.co/1zfnTJLt55                                 1
This is Bear. He's a passionate believer of the outdoors. Leaves excite him. 12/10 would hug softly https://t.co/FOF0hBDxP8                                                  1
This is Ruby. Her ice cube is melting. She doesn't know what to do about it. 11/10 https://t.co/Vfc3eAFl2q                                                                   1
This is Stefan. He's a downright remarkable pup. 13/10 https://t.co/Ebjt6Y4fMh                                                                                               1
This is Louis. He thinks he's flying. 13/10 this is a legendary pup https://t.co/6d9WziPXmx                                                                                  1
Quite an advanced dog here. Impressively dressed for canine. Has weapon. About to take out trash. 10/10 good dog https://t.co/8uCMwS9CbV                                     1
This is Scout. He really wants to kiss himself. H*ckin inappropriate. 11/10 narcissistic af https://t.co/x0gV2Ck3AD                                                          1
Instead of the usual nightly dog rate, I'm sharing this story with you. Meeko is 13/10 and would like your help \n\nhttps://t.co/Mj4j6QoIJk https://t.co/JdNE5oqYEV          1
This is Winnie. She's h*ckin ferocious. Dandelion doesn't even see her coming. 12/10 would pet with caution https://t.co/EFfLCP7oQv                                          1
This is Willy. He's millennial af. 11/10 https://t.co/Fm1SvVLsad                                                                                                             1
This is Sephie. According to this picture, she can read. Fantastic at following directions. 11/10 such a good girl https://t.co/7HY9RvCudo                                   1
This is Shawwn. He's a Turkish Gangrene Robitussin. Spectacular tongue. Cranks out push-ups. 8/10 #NoDaysOff #swole https://t.co/IQFZKNUlXx                                  1
This is Frankie. He's wearing blush. 11/10 really accents the cheek bones https://t.co/iJABMhVidf                                                                            1
This pupper doesn't understand gates. 10/10 so close https://t.co/GUbFF4o6dZ                                                                                                 1
This is Sophie. She just arrived. Used pawority shipping. Speedy as h*ck delivery. 13/10 would carefully assemble https://t.co/8jOC4zhNxy                                    1
This is Hobbes. He's never seen bubbles before. 13/10 deep breaths buddy https://t.co/QFRlbZw4Z1                                                                             1
RT @dog_rates: This is Penny. She fought a bee and the bee won. 10/10 you're fine Penny, everything's fine https://t.co/zrMVdfFej6                                           1
This is Calvin. He is a Luxembourgian Mayo. Having issues with truck. Has it under control tho. 9/10 responsible af https://t.co/3Bbba7y8Xe                                  1
This is Sebastian. He's super h*ckin fluffy. That's really all you need to know. 11/10 would snug intensely https://t.co/lqr0NdtwQo                                          1
AT DAWN...\nWE RIDE\n\n11/10 https://t.co/QnfO7HEQGA                                                                                                                         1
This is Baron. He's officially festive as h*ck. Thinks it's just a fancy scarf. 11/10 would pat head approvingly https://t.co/PjulYEXTvg                                     1
All hail sky doggo. 13/10 would jump super high to pet https://t.co/CsLRpqdeTF                                                                                               1
This is Arlen and Thumpelina. They are best pals. Cuddly af. 11/10 for both puppers https://t.co/VJgbgIzIHx                                                                  1
This is Mairi. She has mastered the art of camouflage. 12/10 h*ckin sneaky af https://t.co/STcPjiNAHp                                                                        1
Idk why this keeps happening. We only rate dogs. Not Bangladeshi Couch Chipmunks. Please only send dogs... 12/10 https://t.co/ya7bviQUUf                                     1
"Can you behave? You're ruining my wedding day"\nDOG: idgaf this flashlight tastes good as hell\n\n10/10 https://t.co/GlFZPzqcEU                                             1
Meet Danny. He's too good to look at the road when he's driving. Absolute menace. 6/10 completely irresponsible https://t.co/I1lMUy1FqH                                      1
12/10 good shit Bubka\n@wane15                                                                                                                                               1
This is Koda. She's a Beneboom Cumberwiggle. 12/10 petable as hell https://t.co/VZV6oMJmU6                                                                                   1
Meet Larry. He doesn't know how to shoe. 9/10 damn it Larry https://t.co/jMki5GOV3y                                                                                          1
Rare submerged pup here. Holds breath for a long time. Frowning because that spoon ignores him. 5/10 would still pet https://t.co/EJzzNHE8bE                                 1
This is Theo. He can walk on water. Still coming to terms with it. 12/10 magical af https://t.co/8Kmuj6SFbC                                                                  1
This is Meera. She just heard about taxes and how much a doghouse in a nice area costs. Not pupared to be a  doggo anymore. 12/10 https://t.co/GZmNEdyoJY                    1
This is Stanley. He has too much skin. Isn't happy about it. Quite pupset actually. Still 11/10 would comfort https://t.co/hhTfnPrWfb                                        1
This is Torque. He served his nickel. Better not owe Torque money. Torque will find u. 10/10 cause I'm scared of him https://t.co/TnSRDqYO5i                                 1
This is Cassie. She is a college pup. Studying international doggo communication and stick theory. 14/10 so elegant much sophisticate https://t.co/t1bfwz5S2A                1
This is Zeke. He performs group cheeky wink tutorials. Pawfect execution here. 12/10 would wink back https://t.co/uMH5CLjXJu                                                 1
This is Jeffrey. He's being held so he doesn't fly away. 12/10 would set free https://t.co/d3aLyCykn7                                                                        1
RT @dog_rates: This is Astrid. She's a guide doggo in training. 13/10 would follow anywhere https://t.co/xo7FZFIAao                                                          1
This is a Birmingham Quagmire named Chuk. Loves to relax and watch the game while sippin on that iced mocha. 10/10 https://t.co/HvNg9JWxFt                                   1
This is Baxter. He's very calm. Hasn't eaten in weeks tho. Not good at fetch. Never blinks. 8/10 would still pet https://t.co/fUuiyu2QTD                                     1
Say hello to Crimson. He's a Speckled Winnebago. Main passions are air hockey &amp; parkour. 11/10 would pet thoroughly https://t.co/J5aI7SjzDc                              1
This is getting incredibly frustrating. This is a Mexican Golden Beaver. We only rate dogs. Only send dogs ...10/10 https://t.co/0yolOOyD3X                                  1
This is Sampson. He just graduated. Ready to be a doggo now. Time for the real world. 12/10 have fun with taxes https://t.co/pgVKxRw0s1                                      1
We only rate dogs. Pls stop sending in non-canines like this Mongolian grass snake. This is very frustrating. 11/10 https://t.co/22x9SbCYCU                                  1
Unbelievable. We only rate dogs. Please don't send in non-canines like the "I" from Pixar's opening credits. Thank you... 12/10 https://t.co/JMhDNv5wXZ                      1
This is Tito. He's on the lookout. Nobody knows for what. 10/10 https://t.co/Qai481H6RA                                                                                      1
Crazy unseen footage from Jurassic Park. 10/10 for both dinosaur puppers https://t.co/L8wt2IpwxO                                                                             1
This is Kevin. He's just so happy. 13/10 what is your secret Kevin https://t.co/1r4MFCbCX5                                                                                   1
When you're just relaxin and having a swell time but then remember you have to fill out the FAFSA ...11/10 https://t.co/qy33OBcexg                                           1
Breathtaking pupper here. Should be on the cover of Dogue. Top-notch tongue. Appears considerably fluffy. 12/10 https://t.co/Eeh3yfdglS                                      1
This little pupper can't wait for Christmas. He's pretending to be a present. S'cute. 11/10 twenty more days 🎁🎄🐶 https://t.co/m8r9rbcgX4                                     1
RT @dog_rates: Meet Fizz. She thinks love is a social construct consisting solely of ideals perpetuated by mass media 11/10 woke af https:/…                                 1
This is Milo. He's currently plotting his revenge. 10/10 https://t.co/ca0q9HM8II                                                                                             1
This is Lennon. He's in quite the predicament. 8/10 hang in there pupper https://t.co/7mf8XXPAZv                                                                             1
Exotic pup here. Tail long af. Throat looks swollen. Might breathe fire. Exceptionally unfluffy 2/10 would still pet https://t.co/a8SqCaSo2r                                 1
This is Max. There's no way in h*ck you're taking his pacifier. Binky promises it's not happening. 13/10 very good stubborn boy https://t.co/9lVAqDEvZ5                      1
This is Patrick. He's a bigass pupper. 7/10 https://t.co/J9DXBFoAQe                                                                                                          1
Meet Moose. He doesn't want his friend to go back to college. 13/10 looks like you're staying home John https://t.co/LIhmM7i70k                                              1
This is Clark. He was just caught wearing pants. 13/10 game-changing af https://t.co/2Xo19aPrG5                                                                              1
This is Bella. She just learned that her final grade in chem was a 92.49 \npoor pupper 11/10 https://t.co/auOoKuoveM                                                         1
This is Bauer. He had nothing to do with the cookies that disappeared. 13/10 very good boy https://t.co/AIMF8ouzvl                                                           1
This is Barney. He's an elder doggo. Hitches a ride when he gets tired. Waves goodbye before he leaves. 13/10 please come back soon https://t.co/cFAasDXauK                  1
RT @dog_rates: This is Dave. He's currently in a predicament. Doesn't seem to mind tho. 12/10 someone assist Dave https://t.co/nfprKAXqwu                                    1
This is Sobe. She's a h*ckin happy doggo. Only one leg tho. Must have good balance. 13/10 would smile back https://t.co/OiH8PaOxB1                                           1
This is Wishes. He has the day off. Daily struggles of being a doggo have finally caught up with him. 11/10 https://t.co/H9YgrUkYwa                                          1
This is Jessiga. She's a Tasmanian McCringleberry. Selfies make her uncomfortable. 10/10 would pet in time of need https://t.co/MrdPZz1CGk                                   1
Silly dog here. Wearing bunny ears. Nice long tail. Unique paws. Not crazy soft but will do. Extremely agile. 7/10 https://t.co/2BnCLtJMxD                                   1
Meet Striker. He's ready for Christmas. 11/10 https://t.co/B3xxSLjQSH                                                                                                        1
Meet Oliviér. He takes killer selfies. Has a dog of his own. It leaps at random &amp; can't bark for shit. 10/10 &amp; 5/10 https://t.co/6NgsQJuSBJ                          1
Dogs only please. Small cows and other non canines will not be tolerated. Sick tattoos tho 8/10 https://t.co/s1z7mX4c9O                                                      1
This is a purebred Bacardi named Octaviath. Can shoot spaghetti out of mouth. 10/10 https://t.co/uEvsGLOFHa                                                                  1
Please only send in dogs. Don't submit other things like this pic of Kenny Chesney in a bathtub. Thank you. 9/10 https://t.co/TMpDHHGspy                                     1
This pupper is afraid of its own feet. 12/10 would comfort https://t.co/Tn9Mp0oPoJ                                                                                           1
Here's a doggo trying to catch some fish. 8/10 futile af (vid by @KellyBauerx) https://t.co/jwd0j6oWLE                                                                       1
This is Ashleigh. She's having Coachella withdrawals. Didn't even go tho. 10/10 stay strong pupper https://t.co/nRUaKWnJfH                                                   1
This is Ozzy. He woke up 2 minutes before he had to be ready for the Christmas party. 9/10 classic Ozzy https://t.co/Kt9vmw0Fap                                              1
RT @rachel2195: @dog_rates the boyfriend and his soaking wet pupper h*cking love his new hat 14/10 https://t.co/dJx4Gzc50G                                                   1
This is Aubie. He has paws for days. Nibbling tables is one of his priorities. Second only to being cuddly af. 12/10 https://t.co/cBIFBsCRz6                                 1
This is Ember. That's the q-tip she owes money to. 11/10 pay up pup. (vid by @leanda_h) https://t.co/kGRcRjRJRl                                                              1
RT @dog_rates: This is Jamesy. He gives a kiss to every other pupper he sees on his walk. 13/10 such passion, much tender https://t.co/wk7T…                                 1
This is a funny dog. Weird toes. Won't come down. Loves branch. Refuses to eat his food. Hard to cuddle with. 3/10 https://t.co/IIXis0zta0                                   1
This is Maximus. A little rain won't stop him. He will persevere. 12/10 innovative af  https://t.co/2OmDMAkkou                                                               1
RT @dog_rates: This is Gus. He likes to be close to you, which is good because you want to be close to Gus. 12/10 would boop then pet https…                                 1
This is Genevieve. She is a golden retriever cocktail mix. Comfortable close to wall. Shows no emotions. 9/10 https://t.co/azEoGqVonH                                        1
This is Cassie. She goes door to door trying to find the owner of this baguette. No luck so far. 10/10 https://t.co/e8bj97CisO                                               1
This is Tucker. He would like a hug. 13/10 someone hug him https://t.co/wdgY9oHPrT                                                                                           1
Honor to rate this dog. Great teeth. Nice horns. Unbelievable posture. Fun to pet. Big enough to ride. 10/10 rad dog https://t.co/7JMAHdJ6A4                                 1
This is Chip. Chip's pretending to be choked. 10/10 lol classic Chip https://t.co/yoB0SM1AAP                                                                                 1
Meet Percy. He's a Latvian Yuletide Heineken. Refuses to take off sweater. Kinda feisty. 12/10 would keep in pocket https://t.co/QGM5Fcuv7s                                  1
Meet Sam. She smiles 24/7 &amp; secretly aspires to be a reindeer. \nKeep Sam smiling by clicking and sharing this link:\nhttps://t.co/98tB8y7y7t https://t.co/LouL5vdvxx    1
RT @Jenna_Marbles: @dog_rates Thanks for rating my cermets 14/10 wow I'm so proud I watered them so much                                                                     1
"Hello forest pupper I am house pupper welcome to my abode" (8/10 for both) https://t.co/qFD8217fUT                                                                          1
I shall call him squishy and he shall be mine, and he shall be my squishy. 13/10 https://t.co/WId5lxNdPH                                                                     1
Meet Stu. Stu has stacks on stacks and an eye made of pure gold. 10/10 pay for my tuition pls https://t.co/7rkYZQdKEd                                                        1
Meet Reagan. He's a Persnicketus Derpson. Great with kids. Permanently caught off guard. 8/10 https://t.co/A2j2StfNgL                                                        1
RT @dog_rates: Meet George. He looks slightly deflated but overall quite powerful. Not sure how that human restrained him. 12/10 would snug…                                 1
This is Rhino. He arrived at a shelter with an elaborate doggo manual for his new family, written by someone who will always love him. 13/10 https://t.co/QX1h0oqMz0         1
Meet Herb. 12/10 https://t.co/tLRyYvCci3                                                                                                                                     1
Say hello to Luna. Her tongue is malfunctioning (tragic). 12/10 please enjoy (vid by @LilyArtz) https://t.co/F9aLnADVIw                                                      1
This is Ebby. She's a Zimbabwean Feta. Embarrassed by ridiculously squishy face. 9/10 would squeeze softly https://t.co/LBJqxMGaHi                                           1
I just love this picture. 12/10 lovely af https://t.co/Kc84eFNhYU                                                                                                            1
This is Coops. He's yelling at the carpet. Not very productive Coops. 7/10 https://t.co/Uz52oYnHzF                                                                           1
This is Cassie. She can go from sweet to scary af in a matter of seconds. 10/10 points deducted for cats on pajamas https://t.co/B6dmZmJBdK                                  1
This is Sugar. She excels underwater. 12/10 photogenic af https://t.co/AWMeXJJz64                                                                                            1
This is Reptar. He specifically asked for his skis to have four bindings. He's not happy. Quite perturbed tbh. 10/10 https://t.co/l9k7TPP7Tp                                 1
This is Frankie. He has yet to learn how to control his tongue. 11/10 maybe one day https://t.co/p6fgYe2dB6                                                                  1
&amp; this is Yoshi. Another world record contender 11/10 (what the hell is happening why are there so many contenders?) https://t.co/QG708dDNH6                             1
RT @dog_rates: Say hello to Maddie and Gunner. They are considerably pupset about bath time. Both 12/10 but Gunner needs your help\n\nhttps:/…                               1
This is Titan. His nose is quite chilly. Requests to return to the indoors. 12/10 would boop to warm https://t.co/bLZuOh9sKy                                                 1
Say hello to Lucy and Sophie. They think they're the same size. Both 10/10 would snug at same time https://t.co/HW50zkcf2R                                                   1
This is Kreg. He's riding an invisible jet ski. 11/10 that's downright legendary https://t.co/BA5AV5dx6Y                                                                     1
This is Rumpole. He'll be your Uber driver this evening. Won't start driving until you buckle pup. 13/10 h*ckin safe good boy https://t.co/EX9Z3EXlVP                        1
Say hello to Panda. He's a Quackadilly Shooster. Not amused by your fake ball throwing motion. 9/10 would hug lots https://t.co/wL1iDvbcVk                                   1
This is Ted. He's given up. 11/10 relatable af https://t.co/7muyOQXbGJ                                                                                                       1
This is Maks. Maks just noticed something wasn't right. 10/10 https://t.co/0zBycaxyvs                                                                                        1
RT @dog_rates: We only rate dogs... this is a Taiwanese Guide Walrus. Im getting real heckin tired of this. Please send dogs. 10/10 https:/…                                 1
Rare shielded battle dog here. Very happy about abundance of lettuce. Painfully slow fetcher. Still petable. 5/10 https://t.co/C3tlKVq7eO                                    1
This is Gary. He's a hide and seek champion. Second only to Kony. 8/10 Gary has a gift https://t.co/cAlB4XCcsi                                                               1
RT @dog_rates: Please only send in dogs. We only rate dogs, not seemingly heartbroken ewoks. Thank you... still 10/10 would console https:/…                                 1
Here we have a 1949 1st generation vulpix. Enjoys sweat tea and Fox News. Cannot be phased. 5/10 https://t.co/4B7cOc1EDq                                                     1
After watching this video, we've determined that Pippa will be upgraded to a 12/10. Please enjoy https://t.co/IKoRK4yoxV                                                     1
Meet Winston. He's pupset because I forgot to mention that it's Canada Day today. 11/10 please forgive me Winston https://t.co/xEY8dbJxnF                                    1
This is Reggie. His Santa hat is a little big. 10/10 he's still having fun https://t.co/w0dcGXq7qK                                                                           1
This is Vincent. He's suave as h*ck. Will be your copilot this evening. Claims he doesn't need to look at the directions. 12/10 https://t.co/u51tzXSVi3                      1
HE WAS JUST A LIL SLEEPY FROM BEING SUCH A GOOD DOGGI ALL THE TIME MISTAKES HAPPEN 13/10\nhttps://t.co/G2ms0A5jWM                                                            1
This is Raphael. He is a Baskerville Conquistador. Entertains at all the gatherings. 10/10 simply magnificent https://t.co/3NTykJmtHt                                        1
This is Rocco. He's in a very intense game of freeze tag. Currently waiting to be unfrozen 10/10 https://t.co/xZXUKVXJ7l                                                     1
Sorry for the lack of posts today. I came home from school and had to spend quality time with my puppo. Her name is Zoey and she's 13/10 https://t.co/BArWupFAn0             1
This is Keith. He's pursuing a more 2D lifestyle. Idiosyncratic af. 12/10 follow your dreams Keith https://t.co/G9ufksBMlU                                                   1
This is light saber pup. Ready to fight off evil with light saber. 10/10 true hero https://t.co/LPPa3btIIt                                                                   1
Meet Tango. He's a large dog. Doesn't care much for personal space. Owner isn't very accepting. Tongue slip. 6/10 https://t.co/p2T5kGebxe                                    1
This is a Butternut Cumberfloof. It's not windy they just look like that. 11/10 back at it again with the red socks https://t.co/hMjzhdUHaW                                  1
This is Earl. He found a hat. Nervous about what you think of it. 12/10 it's delightful, Earl https://t.co/MYJvdlNRVa                                                        1
This is Keurig. He's a rare dog. Laughs like an idiot tho. Head is basically a weapon. Poorly maintained goatee 4/10 https://t.co/xOrUyj7K30                                 1
"Challenge completed" \n(pupgraded to 12/10) https://t.co/85dTK7XCXB                                                                                                         1
This is Mattie. She's extremely dangerous. Will bite your h*ckin finger right off. Still 11/10 would pet with caution https://t.co/78c9W8kLFh                                1
RT @KibaDva: I collected all the good dogs!! 15/10 @dog_rates #GoodDogs https://t.co/6UCGFczlOI                                                                              1
This is Dot. He found out you only pretended to throw the ball that one time. You don't fuck with Dot. 8/10 https://t.co/Ymg4fwKlZd                                          1
This is Banditt. He is a brown LaBeouf retriever. Loves cold weather. 4 smaller dogs are his sons (probably). 10/10 https://t.co/Ko7eCsFpnI                                  1
This is Rufus. He just missed out on the 100m final at Rio. Already training hard for Tokyo. 10/10 never give pup https://t.co/exrRjjJqeO                                    1
Not much to say here. I just think everyone needs to see this. 12/10 https://t.co/AGag0hFHpe                                                                                 1
This is Charlie. He was just informed that dogs can't be Jedi. 11/10 https://t.co/mGW5c50mPA                                                                                 1
This is Maxwell. That's his moped. He rents it out for others to use as long as he can come also. 11/10 great dog https://t.co/IF5kKaO945                                    1
*collapses* 12/10 https://t.co/C7M8mnzHIK                                                                                                                                    1
😂😂😂 10/10 for the dog and the owner https://t.co/5iYF0Ci0EK                                                                                                                  1
Say hello to Bobbay. He's a marshmallow wizard. 10/10 https://t.co/r6LZN1o1Gx                                                                                                1
I have a new hero and his name is Howard. 14/10 https://t.co/gzLHboL7Sk                                                                                                      1
This is Puff. He started out on the streets (first pic), but don't let the new smile fool you, still tough af. 11/10 https://t.co/kiuXRXcg4B                                 1
We only rate dogs. This is quite clearly a smol broken polar bear. We'd appreciate if you only send dogs. Thank you... 12/10 https://t.co/g2nSyGenG9                         1
Meet Sammy. At first I was like "that's a snowflake. we only rate dogs," but he would've melted by now, so 10/10 https://t.co/MQfPK4zwuh                                     1
This is Dudley. He found a flower and now he's a queen. 11/10 would be an honor to pet https://t.co/nuJxtmlLcY                                                               1
"I'm the only one that ever does anything in this household" 10/10 https://t.co/V8HcVIh4jt                                                                                   1
Other pupper asked not to have his identity shared. Probably just embarrassed about the headbutt. Also 12/10 it'll be ok mystery pup                                         1
This is Rizzy. She smiles a lot. 12/10 contagious af https://t.co/TU4sZogVIq                                                                                                 1
This is Oscar and Oliver. Oliver shrunk Oscar. Oscar isn't pleased about it. Quite pupset tbh. Oliver doesn't seem to mind. Both 13/10 https://t.co/e3U4NReleC               1
This is Bear. Don't worry, he's not a real bear tho. Contains unreal amounts of squish. 11/10 heteroskedastic af https://t.co/coi4l1T2Sm                                     1
Your fav crew is back and this time they're embracing cannabis culture. 12/10 for all https://t.co/oSvRDuMm1D                                                                1
This is Rover. As part of pupper protocol he had to at least attempt to eat the plant. Confirmed not tasty. Needs peanut butter. 12/10 https://t.co/AiVljI6QCg               1
Meet Jesse. He's a Fetty Woof. His tongue ejects without warning. A true bleptomaniac. 12/10 would snug well https://t.co/fUod0tVmvK                                         1
Here is Dave. He is actually just a skinny legged seal. Happy birthday Dave. 10/10 https://t.co/DPSamreuRq                                                                   1
Meet Sonny. He's an in-home movie critic. That is his collection. He's very proud of it. 12/10 https://t.co/yPbCALoy2n                                                       1
This is an odd dog. Hard on the outside but loving on the inside. Petting still fun. Doesn't play catch well. 2/10 https://t.co/v5A4vzSDdc                                   1
Honor to rate this dog. Lots of fur on him. Two massive tumors on back. Should get checked out. Very neat tho. 7/10 https://t.co/bMhs18elNF                                  1
This girl straight up rejected a guy because he doesn't like dogs. She is my hero and I give her 13/10 https://t.co/J39lT3b0rH                                               1
This is Remington. He's a man dime. 12/10 https://t.co/m3ufSDwHHJ                                                                                                            1
I've been informed by multiple sources that this is actually a dog elf who's tired from helping Santa all night. Pupgraded to 12/10                                          1
Here's a little more info on Dew, your favorite roaming doggo that went h*ckin viral. 13/10 \nhttps://t.co/1httNYrCeW https://t.co/KvaM8j3jhX                                1
This is Doug. His nose is legendary af. 12/10 (vid by @probably_trey) https://t.co/7IWKfbfihS                                                                                1
RT @dog_rates: This is Rusty. He's going D1 for sure. Insane vertical. 13/10 would draft https://t.co/AsykOwMrXQ                                                             1
Please don't send in any more polar bears. We only rate dogs. Thank you... 10/10 https://t.co/83RGhdIQz2                                                                     1
Meet Chester. He just ate a lot and now he can't move. 10/10 that's going to be me in about 17 hours https://t.co/63jh1tYZa5                                                 1
This is Pepper. She's not fully comfortable riding her imaginary bike yet. 10/10 don't worry pupper, it gets easier https://t.co/40dj4eTsXG                                  1
This is Linda. She fucking hates trees. 7/10 https://t.co/blaY85FIxR                                                                                                         1
RT @dog_rates: This is Sunny. She was also a very good First Doggo. 14/10 would also be an absolute honor to pet https://t.co/YOC1fHFCSb                                     1
This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 https://t.co/Kky1DPG4iq                                                        1
Meet Blipson. He's a Doowap Hufflepuff. That Ugg is his temporary home while he's struggling with unemployment 11/10 https://t.co/YKvt0J5MXr                                 1
This is Oscar. He can wave. Friendly af. 12/10 would totally wave back (IG: Oscar.is.bear) https://t.co/waN6EW0wfM                                                           1
This is Oliver. He's downright gorgeous as hell. Should be on the cover of Dogue. 12/10 would introduce to mom https://t.co/BkgU3rrsXA                                       1
This is Willie. He's floating away and needs your assistance. Please someone help Willie. 10/10 https://t.co/MJqygWqt8X                                                      1
RT @dog_rates: This is Gromit. He's pupset because there's no need to beware of him. Just wants a pettin. 10/10 https://t.co/eSvz4EapHH                                      1
This is Fiona. She's an exotic dog. Seems rather impatient. Jaw extension on another level tho. Looks slippery. 10/10 would still pet https://t.co/vst2SEVJO3                1
This is Pumpkin. He can look in two different directions at once. Great with a screwdriver. 8/10 https://t.co/odpuqtz2Fq                                                     1
This is Misty. She has a cowboy hat on her nose. 12/10 https://t.co/Eno0mypHIr                                                                                               1
Tfw she says hello from the other side. 9/10 https://t.co/lS1TIDagIb                                                                                                         1
RT @dog_rates: After so many requests, this is Bretagne. She was the last surviving 9/11 search dog, and our second ever 14/10. RIP https:/…                                 1
This pupper only appears through the hole of a Funyun. Much like Phineas, this one is also mysterious af. 10/10 https://t.co/SQsEBWxPyG                                      1
People please. This is a Deadly Mediterranean Plop T-Rex. We only rate dogs. Only send in dogs. Thanks you... 11/10 https://t.co/2ATDsgHD4n                                  1
Here's a sleepy doggo that requested some assistance. 12/10 would carry everywhere https://t.co/bvkkqOjNDV                                                                   1
Meet Chesney. On the outside he stays calm &amp; collected. On the inside he's having a complete mental breakdown. 10/10 https://t.co/G4m0TFY9uc                             1
Meet Boston. He's worried because his tongue won't fit all the way in his mouth. 12/10 it'll be ok deep breaths pup https://t.co/rfWQ4T9iQj                                  1
This is Calbert. He forgot to clear his Google search history. 9/10 rookie mistake Calbert https://t.co/jRm5J3YCmj                                                           1
Beebop and Doobert should start a band 12/10 would listen                                                                                                                    1
This is Gòrdón. He enjoys his razberrita by pool. Not a care in the world. 12/10 this dog has a better life than me https://t.co/zpdBQCcYgW                                  1
This is Lola. It's her first time outside. Must test the earth and taste the atmosphere. 13/10 you're doing great Lola https://t.co/74TKAUsLkO                               1
This is Charles. He's camera shy. Tail longer than average. Doesn't look overwhelmingly fluffy. 6/10 would still pet https://t.co/rXvcElhoog                                 1
RT @dog_rates: Say hello to Levi. He's a Madagascan Butterbop. One of the more docile Butterbops I've seen. 12/10 would give all the pets h…                                 1
This is Tedders. He broke his leg saving babies from the Pompeii eruption. 11/10 where's his Purple Heart? @POTUS https://t.co/cMI2AcLm4B                                    1
A photographer took pictures before and after he told his bunny he's a good boy. Here are the results. 13/10 https://t.co/wiQZIsaWUe                                         1
The tail alone is 13/10. Great dog, better owner https://t.co/IyAXinfyju                                                                                                     1
RT @dog_rates: This is Luna. It's her first time outside and a bee stung her nose. Completely h*ckin uncalled for. 13/10 where's the bee I…                                  1
Here's a perturbed super floof. 12/10 would snug so damn well https://t.co/VG095mi09Q                                                                                        1
This is Mona. She's a Yarborough Splishnsplash. Lost body during Nam. 11/10 revolutionary pupper https://t.co/pgD6h0yhgz                                                     1
RT @loganamnosis: Penelope here is doing me quite a divertir. Well done, @dog_rates! Loving the pupdate. 14/10, je jouerais de nouveau. htt…                                 1
Meet Grizzwald. He may be the floofiest floofer I ever did see. Lost eyes saving a schoolbus from a volcano erpuption. 13/10 heroic as h*ck https://t.co/rf661IFEYP          1
This is Skittle. He's trying to communicate. 11/10 solid effort https://t.co/6WTfJvtKx6                                                                                      1
RT @dog_rates: This is Maximus. His face is stuck like that. Tragic really. Great tongue tho. 12/10 would pet firmly https://t.co/xIfrsMNLBR                                 1
This is Shadow. He's a firm believer that they're all good dogs. H*ckin passionate about it too. 11/10 I stand with Shadow https://t.co/8yvpacwBcu                           1
I've watched this a million times and you probably will too. 12/10 (vid by @emily_galasso) https://t.co/DU7Rb3NDiy                                                           1
IT'S SO SMALL ERMERGERF 11/10 https://t.co/dNUbKOSiWW                                                                                                                        1
Guys... Dog Jesus 2.0\n13/10 buoyant af https://t.co/CuNA7OwfKQ                                                                                                              1
I would like everyone to appreciate this pup's face as much as I do. 11/10 https://t.co/QIe7oxkSNo                                                                           1
This is Cooper. He basks in the glory of rebellion. 9/10 probably a preteen https://t.co/kDamUfeIpm                                                                          1
"I shall trip the big pupper with leash. Big pupper will never see it coming. I am a genius." Both 11/10 https://t.co/uQsCJ8pf51                                             1
This is Jersey. He likes to watch movies, but only if you watch with him. Enjoys horror films like The Bababork and H*ckraiser. 13/10 https://t.co/jvSNASweNb                1
Here's a stressed doggo. Had a long day. Many things on her mind. The hat communicates these feelings exquisitely. 11/10 https://t.co/fmRS43mWQB                             1
Say hello to Penny &amp; Gizmo. They are practicing their caroling. The ambition in the room is tangible. 9/10 for both https://t.co/aqBHjjh5VD                              1
Good teamwork between these dogs. One is on lookout while other eats. Long necks. Nice big house. 9/10s good pups https://t.co/uXgmECGYEB                                    1
Take a moment and appreciate how these two dogs fell asleep. Simply magnificent. 10/10 for both https://t.co/juX48bWpng                                                      1
Here we have uncovered an entire battalion of holiday puppers. Average of 11.26/10 https://t.co/eNm2S6p9BD                                                                   1
This is Boomer. He's self-baptizing. Other doggo not ready to renounce sins. 11/10 spiritually awakened af https://t.co/cRTJiQQk9o                                           1
This is Billy. He sensed a squirrel. 8/10 damn it Billy https://t.co/Yu0K98VZ9A                                                                                              1
This is Cermet, Paesh, and Morple. They are absolute h*ckin superstars. Watered every day so they can grow. 14/10 for all https://t.co/GUefqUmZv8                            1
This is Tess. Her main passions are shelves and baking too many cookies. 11/10 https://t.co/IriJlVZ6m4                                                                       1
Please only send in dogs. We only rate dogs, not seemingly heartbroken ewoks. Thank you... still 10/10 would console https://t.co/HIraYS1Bzo                                 1
This is Kota and her son Benedict. She doesn't know why you're staring. They are a normal family. Both 10/10 https://t.co/Q1v9BZylvZ                                         1
This... is a Jubilant Antarctic House Bear. We only rate dogs. Please only send dogs. Thank you... 12/10 would suffocate in floof https://t.co/4Ad1jzJSdp                    1
This is Terry. He's a Toasty Western Sriracha. Doubles as a table. Great for parties. 10/10 would highly recommend https://t.co/1ui7a1ZLTT                                   1
"Fuck the system" 10/10 https://t.co/N0OADmCnVV                                                                                                                              1
This is Cal. He's a Swedish Geriatric Cheddar. Upset because the pope is laughing at his eyebrows. 9/10 https://t.co/EW4MsOrF5O                                              1
This is Maddie. She gets some wicked air time. Hardcore barkour. 11/10 nimble af https://t.co/bROYbceZ1u                                                                     1
This is Oliver. He's an English Creamschnitzel. The rarest of schnitzels. 11/10 would pet quite firmly https://t.co/qbO5X6dYuj                                               1
When you're trying to enjoy yourself but end up having to take care of your way too drunk friend. 11/10 https://t.co/BRkhj6tdN0                                              1
This is Jeffrey. He's quite the jokester. Takes it too far sometimes. Still 11/10 would pet https://t.co/YDtZcAiMAf                                                          1
This is Dobby. I can't stop looking at her feet. 12/10 would absolutely snug https://t.co/LhzPWv6rTv                                                                         1
ITSOFLUFFAYYYYY 12/10 https://t.co/bfw13CnuuZ                                                                                                                                1
Did... did they pick out that license plate? 12/10 for both https://t.co/lRmUUOxgbQ                                                                                          1
This is Archie. He is a rare Norwegian Pouncing Corgo. Lives in the tall grass. You never know when one may strike. 12/10 https://t.co/wUnZnhtVJB                            1
This is Dewey (pronounced "covfefe"). He's having a good walk. Arguably the best walk. 13/10 would snug softly https://t.co/HciEaJkC4D                                       1
This is Max. She has one ear that's always slightly more alert than the other. 10/10 wonky af https://t.co/5eJg69G8vY                                                        1
Here's a pupper with magic eyes. Not wearing a seat belt tho (irresponsible af). Very distracting to driver. 9/10 https://t.co/5DLJB4ssvI                                    1
RT @dog_rates: Like father (doggo), like son (pupper). Both 12/10 https://t.co/pG2inLaOda                                                                                    1
This is Walter. His owner has been watching all the Iditarod coverage and is convinced Walter can be a sled dog. 13/10 Walter isn't so sure https://t.co/0av1PEehFI          1
Interesting dog here. Very large. Purple. Manifests rainbows. Perfect teeth. No ears. Surprisingly knowledgable 6/10 https://t.co/QVaEMsB9tS                                 1
I have stumbled puppon a doggo painting party. They're looking to be the next Pupcasso or Puppollock. All 13/10 would put it on the fridge https://t.co/cUeDMlHJbq           1
Here we are witnessing the touchdown of a pupnado. It's not funny it's actually very deadly. 9/10 might still pet https://t.co/CmLoKMbOHv                                    1
This is Kenneth. He's stuck in a bubble. 10/10 hang in there Kenneth https://t.co/uQt37xlYMJ                                                                                 1
13/10 for breakdancing puppo @shibbnbot                                                                                                                                      1
This is Lilli Bee &amp; Honey Bear. Unfortunately, they were both born with no eyes. So heckin sad. Both 11/10 https://t.co/4UrfOZhztW                                       1
Meet Ash. He's a Benebop Cumberplop. Quite rare. Fairly portable. Lil sandy tho. Clearly knows something you don't. 12/10 would hug softly https://t.co/1U0z6r5LSO           1
RT @dog_rates: Meet Winston. He knows he's a little too big for the swing, but he doesn't care. Kindly requests a push. 12/10 would happily…                                 1
This is a baby Rand Paul. Curls for days. 11/10 would cuddle the hell out of https://t.co/xHXNaPAYRe                                                                         1
This is old now but it's absolutely heckin fantastic and I can't not share it with you all. 13/10  https://t.co/wJX74TSgzP                                                   1
At first I thought this was a dog because of the sign, but it is clearly Wilson from Home Improvement. Please only send in dogs... 11/10 https://t.co/jqPk1BZ6xu             1
This is Tuco. That's the toast that killed his father. 9/10 https://t.co/ujnWy26RMe                                                                                          1
@UNC can confirm 12/10                                                                                                                                                       1
Meet Colby. He's that one cool friend that gets you into every party. Great hat. Sneaky tongue slip. 10/10 good pup https://t.co/jBnz3MjTzX                                  1
Say hello to Mark. He's a good dog. Always ready to go for a walk. Excellent posture. 9/10 keep it up Mark https://t.co/m9NleZ1i80                                           1
Here's a doggo completely oblivious to the double rainbow behind him. 10/10 someone tell him https://t.co/OfvRoD6ndV                                                         1
Meet Zeek. He is a grey Cumulonimbus. Zeek is hungry. Someone should feed Zeek asap. 5/10 absolutely terrifying https://t.co/fvVNScw8VH                                      1
"YOU CAN'T HANDLE THE TRUTH" both 10/10 https://t.co/ZvxdB4i9AG                                                                                                              1
This is Oliver. That is his castle. He protects it with his life. He's also squishy af. 10/10 would squish softly https://t.co/oSuEGw0BhX                                    1
This is Kellogg. He accidentally opened the front facing camera. 8/10 get it together doggo https://t.co/MRYv7nDPyS                                                          1
Lots of pups here. All are Judea Hazelnuts. Exceptionally portable. 8/10 for all https://t.co/Pa8EmpDCuI                                                                     1
Say hello to Brad. His car probably has a spoiler. Tan year round. Likes your insta pic but doesn't text back. 9/10 https://t.co/dfCCK3tWfr                                  1
This is Jeph. He's a Western Sagittarius Dookmarriot. Frightened by leaf. Caught him off guard. 10/10 calm down Jeph https://t.co/bicyOV6lju                                 1
This is Tom. He's a silly dog. Known for his unconventional swing style. One h*ck of a sneaky tongue slip too. 11/10 would push https://t.co/6fSVcn9HAU                      1
This is Remus. He's a mop that came to life. Can't see anything. Constantly trips over himself. Still a very good dog. 11/10 https://t.co/S3f1SYylzu                         1
This is Jimothy. He lost his body during the the Third Crusade (tragic). 11/10 heroic af tho https://t.co/wnsblfu7XE                                                         1
Meet CeCe. She wanted to take a selfie before her first day as a lumberjack. 11/10 crushing traditional gender roles https://t.co/oW9XMYG3F4                                 1
This is Wallace. You said you brushed your teeth but he checked your toothbrush and it was bone dry. 11/10 not pupset, just disappointed https://t.co/nadm8yWZ4h             1
*lets out a tiny whimper and then collapses* ...12/10 https://t.co/BNdVZEHRow                                                                                                1
RT @dog_rates: This is just downright precious af. 12/10 for both pupper and doggo https://t.co/o5J479bZUC                                                                   1
Meet Maggie. She enjoys her stick in the yard. Very content. Much tranquility. 10/10 keep it up pup https://t.co/eYP9i9gfYn                                                  1
This is Rupert. You betrayed him with bath time but he forgives you. Cuddly af 13/10 https://t.co/IEARC2sRzC                                                                 1
This is Sugar. She's a Bolivian Superfloof. Spherical af. 12/10 would never let go of https://t.co/AhMfUu6Onm                                                                1
Meet Stanley. He's an inverted Uzbekistani water pup. Hella exotic. Floats around all day. 8/10 I want to be Stanley https://t.co/XpYMBQ1FD8                                 1
This is Olivia. She just saw an adult wearing crocs. 11/10 poor pupper. No one should witness such a thing https://t.co/yJVTi1DjJc                                           1
This is Riley. His owner put a donut pillow around him and he loves it so much he won't let anyone take it off. 13/10 https://t.co/8TCQcsZCZ8                                1
This is Lugan. He is a Bohemian Rhapsody. Very confused dog. Thinks his name is Rocky. Not amused by the snows 10/10 https://t.co/tI3uFLDHBI                                 1
Jerry just apuppologized to me. He said there was no ill-intent to the slippage. I overreacted I admit. Pupgraded to an 11/10 would pet                                      1
This is Heinrich (pronounced "Pat"). He's a Botswanian Vanderfloof. Snazzy af bandana. 12/10 downright puptacular https://t.co/G56ikYAqFg                                    1
This is Ralphson. He's very confused. Wondering why he's sitting on Santa's lap in February. 10/10 stay woke pupper https://t.co/INphk4ltkZ                                  1
This is Patch. He wants to be a Christmas tree. 11/10 https://t.co/WTJtf9O8Jg                                                                                                1
Pupper hath acquire enemy. 13/10 https://t.co/ns9qoElfsX                                                                                                                     1
Happy New Year from the squad! 13/10 for all https://t.co/9njRxyUd5L                                                                                                         1
From left to right:\nCletus, Jerome, Alejandro, Burp, &amp; Titson\nNone know where camera is. 45/50 would hug all at once https://t.co/sedre1ivTK                           1
This is Bo. He was a very good First Doggo. 14/10 would be an absolute honor to pet https://t.co/AdPKrI8BZ1                                                                  1
I can say with the pupmost confidence that the doggos who assisted with this search are heroic as h*ck. 14/10 for all https://t.co/8yoc1CNTsu                                1
This is Samsom. He is sexually confused. Really wants to be a triceratops. 9/10 just a great guy https://t.co/HPoce45SI3                                                     1
This is Duke. He sneaks into the fridge sometimes. It's his safe place. 11/10 would give little jacket if necessary https://t.co/Fd5WFDTMH4                                  1
This is Earl. He can't catch. Did his best tho. 11/10 would repair confidence with extra pats https://t.co/IsqyvbjFgM                                                        1
This is Cooper. He began to tear up when his bone was taken from him. 11/10 stay strong pupper https://t.co/qI8yvqKG02                                                       1
Meet Winnie. She just made awkward eye contact with the driver beside her. Poor pupper panicked. 11/10 would comfort https://t.co/RFWtDqTnAz                                 1
I know we joke around on here, but this is getting really frustrating. We rate dogs. Not T-Rex. Thank you... 8/10 https://t.co/5aFw7SWyxU                                    1
I've been told there's a slight possibility he's checking his mirror. We'll bump to 9.5/10. Still a menace                                                                   1
This is Wallace. He's a skater pup. He said see ya later pup. Can easily do a kick flip. Gnarly af. 10/10 v petable https://t.co/5i8fORVKgr                                  1
This is Doug. He's a Draconian Jabbawockee. Rad tongue. Ears are borderline legendary 11/10 would pet with a purpose https://t.co/MVvbQW88Pv                                 1
This is Gidget. She's a spy pupper. Stealthy as h*ck. Must've slipped pup and got caught. 12/10 would forgive then pet https://t.co/zD97KYFaFa                               1
Two sneaky puppers were not initially seen, moving the rating to 143/130. Please forgive us. Thank you https://t.co/kRK51Y5ac3                                               1
This is Josep. He is a Rye Manganese mix. Can drive w eyes closed. Very irresponsible. Menace on the roadways. 5/10 https://t.co/XNGeDwrtYH                                  1
This is Hazel. She's a gymnast. Training hard for Rio. 11/10 focused af https://t.co/CneG2ZbxHP                                                                              1
Army of water dogs here. None of them know where they're going. Have no real purpose. Aggressive barks. 5/10 for all https://t.co/A88x73TwMN                                 1
RT @dog_rates: This is Bailey. She loves going down slides but is very bad at it. Still 11/10 https://t.co/ivPWhspN3E                                                        1
This is Bernie. He just touched a boob for the first time. 10/10 https://t.co/whQKMygnK6                                                                                     1
Here we see 33 dogs posing for a picture. All get 11/10 for superb cooperation https://t.co/TRAri5iHzd                                                                       1
Two dogs in this one. Both are rare Jujitsu Pythagoreans. One slightly whiter than other. Long legs. 7/10 and 8/10 https://t.co/ITxxcc4v9y                                   1
She walks herself up and down the train to be petted by all the passengers. 13/10 I can't handle this https://t.co/gwKCspY8N2                                                1
"Thank you friend that was a swell petting" 11/10 (vid by @MatthewjamesMac) https://t.co/NY3cPAZAIM                                                                          1
After so many requests... here you go.\n\nGood dogg. 420/10 https://t.co/yfAAo1gdeY                                                                                          1
HE'S LIKE "WAIT A MINUTE I'M AN ANIMAL THIS IS AMAZING HI HUMAN I LOVE YOU AS WELL" 13/10 https://t.co/sb73bV5Y7S                                                            1
Let's hope this flight isn't Malaysian (lol). What a dog! Almost completely camouflaged. 10/10 I trust this pilot https://t.co/Yk6GHE9tOY                                    1
This is Gus. He didn't win the Powerball. Quite perturbed about it. Still 10/10 would comfort in time of need https://t.co/3wc246LOtu                                        1
This is Moose. He's rather h*ckin dangerous (you can tell by the collar). 11/10 would still attempt to snug https://t.co/lHVHGdDzb3                                          1
This is Hunter. He just found out he needs braces. Requesting an orthodogtist stat. 11/10 you're fine Hunter, everything's fine https://t.co/zW1o0W4AYV                      1
Meet Abby. She's incredibly distracting. Just wants to help steer. Hazardous af. Still 12/10 would pet while driving https://t.co/gLbLiZtwsp                                 1
This is Stanley. He has his first swim lesson today. Doggle straps adjusted. Ready to go. 13/10 Phelps is nervous (IG: stanleythe_corgi) https://t.co/Nx52PGwH94             1
Here's a very sleepy pupper. Thinks it's an airplane. 12/10 would snug for eternity https://t.co/GGmcTIkBbf                                                                  1
Meet Buckley. His family &amp; some neighbors came over to watch him perform but he's nervous af. 9/10 u got this pupper https://t.co/5bdCpPlno9                             1
This is Zoey. She really likes the planet. Would hate to see willful ignorance and the denial of fairly elemental science destroy it. 13/10 https://t.co/T1xlgaPujm          1
This is Oshie. He's ready to party. Bought that case himself. 12/10 someone tell Oshie it's Wednesday morning https://t.co/YIJo7X7K9J                                        1
With great pupper comes great responsibility. 12/10 https://t.co/hK6xB042EP                                                                                                  1
This is Linus. He just wanted to say hello but no one's paying attention. 12/10 (vid by @rebeccacollinzz) https://t.co/VCijm2eVpR                                            1
RT @dog_rates: AT DAWN...\nWE RIDE\n\n11/10 https://t.co/QnfO7HEQGA                                                                                                          1
Say hello to this unbelievably well behaved squad of doggos. 204/170 would try to pet all at once https://t.co/yGQI3He3xv                                                    1
This is Griffin. He's desperate for both a physical and emotion connection. 11/10 I'd hug the hell out of Griffin https://t.co/ObWcOEekt0                                    1
RT @dog_rates: This is Carly. She's actually 2 dogs fused together. Very innovative. Probably has superpowers. 12/10 for double dog https:/…                                 1
Meet Hurley. He's the curly one. He hugs every other dog he sees during his walk. 11/10 for spreading the love https://t.co/M6vqkt2GKV                                       1
This is Jax. He is a majestic mountain pupper. Thinks flat ground is for the weak. 12/10 would totally hike with https://t.co/KGdeHuFJnH                                     1
We only rate dogs. Please don't send pics of men capturing low level clouds. Thank you... 11/10 https://t.co/rLi83ZyCL5                                                      1
Here we have an Austrian Pulitzer. Collectors edition. Levitates (?). 7/10 would garden with https://t.co/NMQq6HIglK                                                         1
This is Timber. He misses Christmas. Specifically the presents part. 12/10 cheer pup Timber https://t.co/dVVavqpeF9                                                          1
This pupper doubles as a hallway rug. Very rare. Versatile af. 11/10 https://t.co/Jxd5pR02Cn                                                                                 1
This is Champ. He's being sacrificed to the Aztec sun god Huitzilopochtli. So sad. 10/10 Champ doesn't deserve this https://t.co/VGsziXImoy                                  1
This is Lenny. He was just told that he couldn't explore the fish tank. 12/10 smh all that work for nothing https://t.co/JWi6YrpiO1                                          1
RT @dog_rates: Say hello to mad pupper. You know what you did. 13/10 would pet until no longer furustrated https://t.co/u1ulQ5heLX                                           1
Someone sent me this without any context and every aspect of it is spectacular. 13/10 please enjoy https://t.co/Rxrd4hPmp4                                                   1
This is Alfie. He's that one hypocritical gym teacher who made you run laps. Great posture. Cool bench. 6/10 https://t.co/GCJzm3YsfX                                         1
This is Gerald. He was just told he didn't get the job he interviewed for. A h*ckin injustice. 12/10 didn't want the job anyway https://t.co/DK7iDPfuRX                      1
This is Robin. She's desperately trying to do me a frighten, but her tongue drastically decreases her spook value. Still 11/10 great effort https://t.co/sxMrsOZ8zb          1
This is Dotsy. She's stuck as hell. 10/10 https://t.co/A0h4lnhU4s                                                                                                            1
*screams for a little bit and then crumples to the floor shaking* 12/10 https://t.co/W2MCt9pTed                                                                              1
BREAKING PUPDATE: I've just been notified that (if in U.S.) this dog appears to be operating the vehicle. Upgraded to 10/10. Skilled af                                      1
This is River. He's changing the trumpet game. Innovative af. 11/10 such a good boy https://t.co/tK7a0AxQfd                                                                  1
C'mon guys. Please only send in dogs. We only rate dogs, not Exceptional-Tongued Peruvian Floor Bears. Thank you... 12/10 https://t.co/z30iQLiXNo                            1
This is Toby. He asked for chocolate cake for his birthday but was given vanilla instead. 8/10 it'll be ok Toby https://t.co/sYi2G0he4H                                      1
This is Derek. He's late for a dog meeting. 13/10 pet...al to the metal https://t.co/BCoWue0abA                                                                              1
This is Tyr. He is disgusted by holiday traffic. Just trying to get to Christmas brunch on time. 12/10 hurry up pup https://t.co/syuTXARdtN                                  1
This is Seamus. He's very bad at entering pools. Still a very good boy tho 11/10 https://t.co/hfi264QwYM                                                                     1
This is Chester. He's a Benefloof Cumberbark. Fabulous ears. Nifty shirt. Was probably on sale. Nice hardwood. 11/10 https://t.co/YoII7tWXMT                                 1
This is Larry. He has no self control. Tongue still nifty af tho 11/10 https://t.co/ghyT4Ubk1r                                                                               1
This is Andru. He made his very own lacrosse stick. Much dedication. Big dreams. Tongue slip. 11/10 go get em Andru https://t.co/1VJoY3OJ1F                                  1
This is a Coriander Baton Rouge named Alfredo. Loves to cuddle with smaller well-dressed dog. 10/10 would hug lots https://t.co/eCRdwouKCl                                   1
Meet Samson. He's absolute fluffy perfection. Easily 13/10, but he needs your help. Click the link to find out more\n\nhttps://t.co/z82hCtwhpn https://t.co/KoWrMkbMbW       1
This is Filup. He is overcome with joy after finally meeting his father. 10/10 https://t.co/TBmDJXJB75                                                                       1
You have been visited by the magical sugar jar puggo. He has granted you three boops. 13/10 would use immediately https://t.co/76iL7JUQdG                                    1
This is Flávio. He's a Macedonian Poppycock. 97% floof. Jubilant af. 11/10 personally I'd pet the hell out of https://t.co/BUyX7isHRg                                        1
Marvelous dog here. Rad ears. Not very soft. Large tumor on nose. Has a pet rock. Good w kids. 6/10 overall neat pup https://t.co/g5YkRqP0dg                                 1
Meet Toby. He's a Lithuanian High-Steppin Stickeroo. One of the more accomplished Stickeroos around. 10/10 so nifty https://t.co/cYPHuJYTjC                                  1
Here's a pupper before and after being asked "who's a good girl?" Unsure as h*ck. 12/10 hint hint it's you https://t.co/ORiK6jlgdH                                           1
@0_kelvin_0 &gt;10/10 is reserved for puppos sorry Kevin                                                                                                                     1
"Challenge accepted"\n10/10 https://t.co/vNjvr5Bl9u                                                                                                                          1
This is a heavily opinionated dog. Loves walls. Nobody knows how the hair works. Always ready for a kiss. 4/10 https://t.co/dFiaKZ9cDl                                       1
Say hello to Katie. She's a Mitsubishi Hufflepuff. Curly af. 12/10 I'd do terrible things to acquire such a pup https://t.co/CFPIcGcwJv                                      1
13/10 such a good doggo\n@spaghemily                                                                                                                                         1
Here's a dog enjoying a sunset. 11/10 would trade lives with https://t.co/VsQdLxrv9h                                                                                         1
This is Brody. He's trying to make the same face as the football. 12/10 https://t.co/2H4MfOGlpQ                                                                              1
Extremely intelligent dog here. Has learned to walk like human. Even has his own dog. Very impressive 10/10 https://t.co/0DvHAMdA4V                                          1
When you're way too slow for the "down low" portion of a high five. 13/10 https://t.co/Cofwoy7Vpq                                                                            1
This is an Albanian 3 1/2 legged  Episcopalian. Loves well-polished hardwood flooring. Penis on the collar. 9/10 https://t.co/d9NcXFKwLv                                     1
This is Lucy. She's sick of these bullshit generalizations 11/10 https://t.co/d2b5C2R0aO                                                                                     1
This is a very rare Great Alaskan Bush Pupper. Hard to stumble upon without spooking. 12/10 would pet passionately https://t.co/xOBKCdpzaa                                   1
RT @twitter: @dog_rates Awesome Tweet! 12/10. Would Retweet. #LoveTwitter https://t.co/j6FQGhxYuN                                                                            1
This is a Speckled Cauliflower Yosemite named Hemry. He's terrified of intruder dog. Not one bit comfortable. 9/10 https://t.co/yV3Qgjh8iN                                   1
Meet Indie. She's not a fan of baths but she's definitely a fan of hide &amp; seek. 12/10 click the link to help Indie\n\nhttps://t.co/fvGkIuAlFK https://t.co/kiCFtmJd7l    1
When ur older siblings get to play in the deep end but dad says ur not old enough. Maybe one day puppo. All 10/10 https://t.co/JrDAzMhwG9                                    1
What kind of person sends in a pic without a dog in it? So churlish. Neat rug tho 7/10 https://t.co/LSTAwTdTaw                                                               1
This is Augie. He's a savage. Doesn't give a h*ck about your garden. Still 10/10 would forgive then pet https://t.co/IU8S0n4oxn                                              1
IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq                                                                                                       1
We normally don't rate marshmallows but this one appears to be flawlessly toasted so I'll make an exception. 10/10 https://t.co/D9jbbmPmos                                   1
RT @dog_rates: We only rate dogs. This is quite clearly a smol broken polar bear. We'd appreciate if you only send dogs. Thank you... 12/10…                                 1
Say hello to mad pupper. You know what you did. 13/10 would pet until no longer furustrated https://t.co/u1ulQ5heLX                                                          1
These little fellas have opposite facial expressions. Both 12/10 https://t.co/LmThv0GWen                                                                                     1
This is Brownie. She's wearing a Halloween themed onesie. 12/10 festive af https://t.co/0R4meWXFOx                                                                           1
This is Phred. He's an Albanian Flepperkush. Tongue is rather impressive if I'm honest. Perhaps even legendary 11/10 https://t.co/VpfFCKE28C                                 1
Oh boy what a pup! Sunglasses take this one to the next level. Weirdly folds front legs. Pretty big. 6/10 https://t.co/yECbFrSArM                                            1
Pack of horned dogs here. Very team-oriented bunch. All have weird laughs. Bond between them strong. 8/10 for all https://t.co/U7DQQdZ0mX                                    1
Say hello to DayZ. She is definitely stuck on that stair. Just looking for someone to help her. 11/10 I would help https://t.co/be3zMW0Qj5                                   1
This is Harold. He looks slippery af. Probably difficult to hug. Would still try tho. 7/10 great with kids I bet https://t.co/EVuqdEO66N                                     1
This is Jax. He's a literal fluffball. Sneaky tongue slip. 10/10 would pet nonstop https://t.co/9MGouPwQmK                                                                   1
No no no this is all wrong. The Walmart had to have run into the dog driving the car. 10/10 someone tell him it's ok\nhttps://t.co/fRaTGcj68A                                1
This is a Sizzlin Menorah spaniel from Brooklyn named Wylie. Lovable eyes. Chiller as hell. 10/10 and I'm out.. poof https://t.co/7E0AiJXPmI                                 1
This is Maya. She's very shy. Rarely leaves her cup. 13/10 would find her an environment to thrive in https://t.co/I6oNy0CgiT                                                1
This is Malcolm. He just saw a spider. 10/10 https://t.co/ympkwF65Dx                                                                                                         1
This is Nico. His selfie game is strong af. Excellent use of a sneaky tongue slip. 10/10 star material https://t.co/1OBdJkMOFx                                               1
We don't rate penguins, but if we did, this one would get 12/10 https://t.co/cEORXhwZ5K                                                                                      1
Meet Jeb &amp; Bush. Jeb is somehow stuck in that fence and Bush won't stop whispering sweet nothings in his ear. 9/10s https://t.co/NRNExUy9Hm                              1
Meet Jarvis. The snow pupsets him. Officially ready for summer. 12/10 would perform a chilly boop https://t.co/0hLkztpiOW                                                    1
This dog is never sure if he's doing the right thing. 10/10 https://t.co/GXq43zFfBu                                                                                          1
Meet Gerbald. He just found out he's adopted. Poor pupper. Snazzy tongue tho. 11/10 would hold close in time of need https://t.co/UfGkB9Wrud                                 1
This is Leo. He was a skater pup. She said see ya later pup. He wasn't good enough for her. 12/10 you're good enough for me Leo https://t.co/Xw9JbJHTul                      1
This is Berkeley. He's in a predicament. 10/10 someone help him https://t.co/XSEXdQupej                                                                                      1
This is Luca. He got caught howling. H*ckin embarrassed. 12/10 https://t.co/r8DxA8DYJ2                                                                                       1
This is Eli. He works backstage at Bone Jovi concerts. Heavy duty earmuffs for puptection. H*ckin safe boy. 11/10 https://t.co/cVQEnUQd8q                                    1
This is Pickles. She's a tiny pointy pupper. Average walker. Very skeptical of wet leaf. 8/10 https://t.co/lepRCaGcgw                                                        1
This is a brave dog. Excellent free climber. Trying to get closer to God. Not very loyal though. Doesn't bark. 5/10 https://t.co/ODnILTr4QM                                  1
This is a rare Arctic Wubberfloof. Unamused by the happenings. No longer has the appetites. 12/10 would totally hug https://t.co/krvbacIX0N                                  1
Meet Clarkus. He's a Skinny Eastern Worcestershire. Can tie own shoes (impressive af) 10/10 would put on track team https://t.co/XP5o7zGn0E                                  1
Here we see a Byzantine Rigatoni. Very aerodynamic. No eyes. Actually not windy here they just look like that. 9/10 https://t.co/gzI0m6wXRo                                  1
Meet Bowie. He's listening for underground squirrels. Smart af. Left eye is considerably magical. 9/10 would so pet https://t.co/JyNmyjy3fe                                  1
This is Bentley. It's his first time going to the beach. I think he's a fan. 12/10 would build sand castles with https://t.co/iDK4OyQJoy                                     1
This is Schnozz. He's had a blurred tail since birth. Hasn't let that stop him. 10/10 inspirational pupper https://t.co/a3zYMcvbXG                                           1
This is Mojo. Apparently he's too cute for a seat belt. Hella careless. I'd still pet him tho. 11/10 buckle up pup https://t.co/dzZYx2NByW                                   1
This is Ted. He does his best. Sometimes that's not enough. But it's ok. 12/10 would assist https://t.co/f8dEDcrKSR                                                          1
RT @tallylott: h*ckin adorable promposal. 13/10 @dog_rates https://t.co/6n8hzNihJ9                                                                                           1
Very concerned about fellow dog trapped in computer. 10/10 https://t.co/0yxApIikpk                                                                                           1
Occasionally, we're sent fantastic stories. This is one of them. 14/10 for Grace https://t.co/bZ4axuH6OK                                                                     1
Retweet the h*ck out of this 13/10 pupper #BellLetsTalk https://t.co/wBmc7OaGvS                                                                                              1
This is Penny. She's trying on her prom dress. Stunning af 11/10 https://t.co/qcZDZGCapg                                                                                     1
@Jack_Septic_Eye I'd need a few more pics to polish a full analysis, but based on the good boy content above I'm leaning towards 12/10                                       1
Here we see one dog giving a puptalk to another dog. Both are focused af. Left one has powerful feet. 11/10 for both https://t.co/fUacc13OrW                                 1
This is Chip. He only mowed half the yard. 8/10 quit the shit Chip we have other things to do https://t.co/LjzZKQ7vmK                                                        1
RT @dog_rates: This is Hank. He's mischievous af. Doesn't even know what he was trying to do here. 8/10 quit the shit Hank damn https://t.c…                                 1
This is Lucy. She's terrified of the stuffed billed dog. 10/10 stay strong pupper https://t.co/QnvSjjyh7n                                                                    1
RT @dog_rates: Meet Eve. She's a raging alcoholic 8/10 (would b 11/10 but pupper alcoholism is a tragic issue that I can't condone) https:/…                                 1
Bedazzled pup here. Fashionable af. Super yellow. Looks hella fluffy. Webbed paws for efficient fetching. 8/10 https://t.co/ot8yMUGodj                                       1
"Don't ever talk to me or my son again." ...both 10/10 https://t.co/b8ncwl6TlE                                                                                               1
12/10 revolutionary af https://t.co/zKzq4nIY86                                                                                                                               1
Say hello to Mollie. This pic was taken after she bet all her toys on Ronda Rousey. 10/10 hang in there pupper https://t.co/QMmAqA9VqO                                       1
This is Sunny. She was also a very good First Doggo. 14/10 would also be an absolute honor to pet https://t.co/YOC1fHFCSb                                                    1
When you wake up from a long nap and have no idea who you are. 12/10 https://t.co/dlF93GLnDc                                                                                 1
This is Milo. He doesn't understand your fancy human gestures. Will lick instead. 10/10 can't faze this pupper https://t.co/OhodPIDOpW                                       1
I have found another. 13/10 https://t.co/HwroPYv8pY                                                                                                                          1
This is Loki. He smiles like Elvis. Ain't nothin but a hound doggo. 12/10 https://t.co/QV5nx6otZR                                                                            1
RT @dog_rates: This is Lola. She fell asleep on a piece of pizza. 10/10 frighteningly relatable https://t.co/eqmkr2gmPH                                                      1
This is Sadie. She is prepared for battle. 10/10 https://t.co/JRckDkZVRT                                                                                                     1
This is Sandy. She loves her spot by the tree. Contemplating her true purpose in the universe. Wears socks. 11/10 https://t.co/JpoEvgbDug                                    1
This is Lola. She's a surfing pupper. 13/10 magical af https://t.co/BlGQkhM5EV                                                                                               1
Here we have Burke (pupper) and Dexter (doggo). Pupper wants to be exactly like doggo. Both 12/10 would pet at same time https://t.co/ANBpEYHaho                             1
This is Mister. He's a wonderful father to his two pups. Heartwarming af. 10/10 for all https://t.co/2KcuJXL2r4                                                              1
Jack deserves another round of applause. If you missed this earlier today I strongly suggest reading it. Wonderful first 14/10 🐶❤️                                           1
This is CeCe. She's patiently waiting for Santa. 10/10 https://t.co/ZJUypFFwvg                                                                                               1
This dog can't see its haters. 11/10 https://t.co/35BcGFdEAK                                                                                                                 1
This is Gabe. He is a southern Baklava. Gabe has always wanted to fit in with the other bananas. 10/10 fabulous https://t.co/3LZrJzg3BJ                                      1
This is Pancake. She loves Batman and winks like a h*ckin champ. 12/10 real crowd pleaser https://t.co/6kqsAjJNhi                                                            1
Scary dog here. Too many legs. Extra tail. Not soft, let alone fluffy. Won't bark. Moves sideways. Has weapon. 2/10 https://t.co/XOPXCSXiUT                                  1
I WAS SENT THE ACTUAL DOG IN THE PROFILE PIC BY HIS OWNER THIS IS SO WILD. 14/10 ULTIMATE LEGEND STATUS https://t.co/7oQ1wpfxIH                                              1
RT @dog_rates: This is Frankie. He's wearing blush. 11/10 really accents the cheek bones https://t.co/iJABMhVidf                                                             1
This is Flávio (pronounced Baxter). He's a Benesnoop Cumberdog. Super rare. Symmetrical. 12/10 would pet so well https://t.co/fGgleFiBPq                                     1
This is Harrison. He braves the snow like a champ. Perched at all times. Hasn't blinked in months. 8/10 v nifty dog https://t.co/tiVuq6MNwl                                  1
This is Pipsy. He is a fluffball. Enjoys traveling the sea &amp; getting tangled in leash. 12/10 I would kill for Pipsy https://t.co/h9R0EwKd9X                              1
I know this is a tad late but here's a wonderful Valentine's Day pupper 12/10 https://t.co/hTE2PEwGvi                                                                        1
RT @dog_rates: This is Arnie. He's a Nova Scotian Fridge Floof. Rare af. 12/10 https://t.co/lprdOylVpS                                                                       1
This is Waffles. His doggles are pupside down. Unsure how to fix. 13/10 someone assist Waffles https://t.co/xZDA9Qsq1O                                                       1
This is Kyro. He's a Stratocumulus Flop. Tongue ejects at random. Serious h*ckin condition. Still 12/10 would pet passionately https://t.co/wHu15q2Q6p                       1
This is Antony. He's a Sheraton Tetrahedron. Skips awkwardly. Doesn't look when he crosses the road (reckless). 7/10 https://t.co/gTy4WMXu8l                                 1
This is Rusty. He has no respect for POULTRY products. Unbelievable af. 7/10 would still pet https://t.co/hEH19t1eFp                                                         1
Meet Rusty. Rusty's dreaming of a world where Twitter never got rid of favorites. Looks like a happy world. 11/10 https://t.co/C8U6cxI1Jc                                    1
This is Emanuel. He's a h*ckin rare doggo. Dwells in a semi-urban environment. Round features make him extra collectible. 12/10 would so pet https://t.co/k9bzgyVdUT         1
Meet Schnitzel. He's a Tropicana Floofboop. Getting too big for his favorite basket. 12/10 just so damn fluffy https://t.co/qjd0UJKYUY                                       1
"AT DAWN, WE RIDE"\n10/10 for both dogs https://t.co/3aXX6wH6it                                                                                                              1
If a pupper gave that to me I'd probably start shaking and faint from all the joy. 11/10 https://t.co/o9aJVPB25n                                                             1
This is Jay. He's really h*ckin happy about the start of fall. Sneaky tongue slip in 2nd pic. 11/10 snuggly af https://t.co/vyx1X5eyWI                                       1
This is Wyatt. He had an interview earlier today. Was just told he didn't get the job. A h*ckin injustice. Still 12/10 keep your chin pup https://t.co/QXA4sCXSDF            1
This is Bo and Ty. Bo eats paper and Ty felt left out. 11/10 for both https://t.co/1acHQS8rvK                                                                                1
"Pupper is a present to world. Here is a bow for pupper." 12/10 precious as hell https://t.co/ItSsE92gCW                                                                     1
This is Tucker. He decided it was time to part ways with his favorite ball. We captured the emotional farewell on camera. 12/10 https://t.co/jTe7Y6P0HK                      1
Here we have a Japanese Irish Setter. Lost eye in Vietnam (?). Big fan of relaxing on stair. 8/10 would pet https://t.co/BLDqew2Ijj                                          1
Say hello to Pherb. He does parkour. 9/10 https://t.co/LHFfUyLBZT                                                                                                            1
This is Amélie. She is a confident white college girl. Extremely intimidating. Literally can't rn omg. 11/10 fab https://t.co/up0MHRxelf                                     1
Herd of wild dogs here. Not sure what they're trying to do. No real goals in life. 3/10 find your purpose puppers https://t.co/t5ih0VrK02                                    1
This is Tucker. He is 100% ready for the sports. 12/10 I would watch anything with him https://t.co/k0ddVUWTcu                                                               1
RT @dog_rates: "Yep... just as I suspected. You're not flossing." 12/10 and 11/10 for the pup not flossing https://t.co/SuXcI9B7pQ                                           1
This is Coco. She gets to stay on the Bachelor for another week. Super pumped 11/10 https://t.co/wsCB6LFNxD                                                                  1
This is Riley. He's making new friends. Jubilant as h*ck for the fun times ahead. 11/10 for all pups pictured https://t.co/PCX25VV78l                                        1
This is Lou. His sweater is too small and he already cut the tags off. Very very churlish. 10/10 would still pet https://t.co/dZPMLresEr                                     1
Meet Rusty. He appears to be rather h*ckin fluffy. Also downright adorable af. 12/10 would rub my face against his https://t.co/1j9kLGb4wV                                   1
This is Ruby. She's a Bimmington Fettuccini. One ear works a lil better than other. Looks startled. Cool carpet 9/10 https://t.co/j0Wpa42KCH                                 1
Unbelievable... We. Only. Rate. Dogs. Please stop sending in other things like this Blossoming Flop Kangaroo. Thank you... 11/10 https://t.co/EeeErAbso0                     1
Meet Lucky. He was showing his friends an extreme pogo stick trick when he completely lost control. 10/10 still rad https://t.co/K55XrIoePl                                  1
When you're trying to watch your favorite tv show but your friends keep interrupting. 10/10 relatable af https://t.co/QQZDCYl6zT                                             1
This is Julio. He was one of the original Ringling Bros. Exceptional balance. Very alert. Ready for anything. 10/10 https://t.co/aeURGO9Qs8                                  1
This is Siba. She's remarkably mobile. Very sleepy as well. 12/10 would happily transport https://t.co/TjnI33RE1i                                                            1
This is Beckham. He fell asleep at the wheel. Very churlish. Looks to have a backpup driver tho. That's good. 11/10 https://t.co/rptsOm73Wr                                  1
This is Toby. A cat got his tongue. 13/10 adorable af https://t.co/fHQrBKYSLC                                                                                                1
This pupper is sprouting a flower out of her head. 12/10 revolutionary af https://t.co/glmvQBRjv4                                                                            1
Here we have Pancho and Peaches. Pancho is a Condoleezza Gryffindor, and Peaches is just an asshole. 10/10 &amp; 7/10 https://t.co/Lh1BsJrWPp                                1
Everybody drop what you're doing and look at this dog. 13/10 must be super h*ckin rare https://t.co/I1bJUzUEW5                                                               1
This is Leonard. He hides in bushes to escape his problems. 10/10 relatable af https://t.co/TdyGTcX0uo                                                                       1
Say hello to Sadie and Daisy. They do all their shopping together. Can never agree on what to get. Like an old married pupple. Both 12/10 https://t.co/f5C5l5wa0e            1
This is Brat. He has a hard time being ferocious so his owner helps out. H*ckin scary af now. 12/10 would still pet https://t.co/soxdNqZDZ2                                  1
This is Todo. He's screaming because he doesn't want to wear his sweater or a seat belt. 9/10 gotta buckle up pup https://t.co/Nm8Spw4HbD                                    1
Meet Scott. Just trying to catch his train to work. Doesn't need everybody staring. 9/10 ignore the haters pupper https://t.co/jyXbZ35MYz                                    1
Here we have a northern speckled Rhododendron. Much sass. Gives 0 fucks. Good tongue. 9/10 would caress sensually https://t.co/ZoL8kq2XFx                                    1
Meet Goliath. He's an example of irony. Head is phenomenally round. Wants to be an ornament. 12/10 would hug gently https://t.co/72Dil0Aktw                                  1
This pup has a heart on its ass and that is downright legendary. 12/10 https://t.co/0OI927mmNJ                                                                               1
"Dammit hooman I'm jus trynna lik the fler" 11/10 https://t.co/eRZRI8OTj7                                                                                                    1
Meet Louie. He just pounded that bottle of wine. 9/10 goodnight Louie https://t.co/RAwZvMKRZB                                                                                1
This is Carly. She's actually 2 dogs fused together. Very innovative. Probably has superpowers. 12/10 for double dog https://t.co/GQn2IopLud                                 1
If you are aware of who is making these please let me know. 13/10 vroom vroom https://t.co/U0D1sbIDrG                                                                        1
Seriously guys?! Only send in dogs. I only rate dogs. This is a baby black bear... 11/10 https://t.co/H7kpabTfLj                                                             1
RT @dog_rates: So this just changed my life. 13/10 please enjoy  https://t.co/dsv4xAtfv7                                                                                     1
This is Oreo. She's a photographer and a model. Living a double pupple life. 12/10 such talent much cute would pet https://t.co/zNeLxJeAoL                                   1
This is Dale. He's a real spookster. Did me quite the frighten. 11/10 not too spooky to pet tho https://t.co/L8BWDD4oBX                                                      1
Meet Sid &amp; Murphy. Murphy floats alongside Sid and whispers motivational quotes in his ear. Magical af. Both 11/10 https://t.co/7mmjyearQW                               1
This is Ester. He has a cocaine problem. This is an intervention Ester. We all care about you. 8/10 https://t.co/eCVj2xT59V                                                  1
This is Peanut. He was the World Table Tennis Champion back in 2003. Now he just does it for recreation. 10/10 https://t.co/LXVEHo9JMY                                       1
Meet Mason. He's a total frat boy. Pretends to be Hawaiian. Head is unbelievably round. 10/10 would pet so damn well https://t.co/DM3ZP3AA7b                                 1
This is Dexter. He's a shy pup. Doesn't bark much. Dreadful fetcher. Has rare sun allergy. 7/10 still petable https://t.co/sA7P3JSqiv                                        1
This is Storkson. He's wet and sad. 10/10 cheer up pup https://t.co/nrzvzPuTvC                                                                                               1
This is Ambrose. He's an Alfalfa Ballyhoo. Draws pistol fast af. Pretty much runs the frontier. 11/10 lethal pupper https://t.co/ih6epBOxIA                                  1
Say hello to Tayzie. She's a Barbadian Bugaboop. Seems quite social. A rare quality for a Bugaboop. 10/10 petable af https://t.co/6qF5YZx6OV                                 1
RT @dog_rates: This is Finn. He's wondering if you come here often. Fr*ckin flirtatious af. 12/10 would give number to https://t.co/ii5eNX5…                                 1
Meet Daisy. She has no eyes &amp; her face has been blurry since birth. Quite the trooper tho. Still havin a blast. 9/10 https://t.co/jcNdw43BIP                             1
Pls make sure ur dogs have gone through some barkour training b4 they attempt stunts like this. 8/10 https://t.co/VmF35YvtqP                                                 1
This is Philbert. His toilet broke and he doesn't know what to do. Trying not to panic. 11/10 furustrated af https://t.co/Nb68IsVb9O                                         1
What kind of person sends in a picture without a dog in it? 1/10 just because that's a nice table https://t.co/RDXCfk8hK0                                                    1
This is Peaches. She's the ultimate selfie sidekick. Super sneaky tongue slip appreciated. 13/10 https://t.co/pbKOesr8Tg                                                     1
Say hello to Cooper. His expression is the same wet or dry. Absolute 12/10 but Coop desperately requests your help\n\nhttps://t.co/ZMTE4Mr69f https://t.co/7RyeXTYLNi        1
This is Pip. He is a ship captain. Many years of experience sailing the treacherous open sea. 11/10 https://t.co/EY1uZJUGYJ                                                  1
Please stop sending in non-canines like this Very Pettable Dozing Bath Tortoise. We only rate dogs. Only send dogs... 12/10 https://t.co/mcagPeENIh                          1
He was doing his best. 12/10 I'll be his lawyer\nhttps://t.co/WN4C6miCzR                                                                                                     1
This is Blanket. She has overthrown her human. Demands walks like this every hour on the hour. 11/10 so damn fluffy https://t.co/hrJugNHs2Z                                  1
This is Meatball. He doing what's known in the industry as a mid-strut mlem. H*ckin fancy boy. 12/10 I'd do anything for Meatball https://t.co/S2HdmFFPck                    1
Atlas rolled around in some chalk and now he's a magical rainbow floofer. 13/10 please never take a bath https://t.co/nzqTNw0744                                             1
Meet Fynn &amp; Taco. Fynn is an all-powerful leaf lord and Taco is in the wrong place at the wrong time. 11/10 &amp; 10/10 https://t.co/MuqHPvtL8c                          1
These lil fellas are the best of friends. 12/10 for both. 1 like = 1 friend (vid by @CassieBrookee15) https://t.co/gzRghPC61H                                                1
This is Vixen. He really likes bananas. Steals them when he thinks nobody's watching. 13/10 opportunistic af https://t.co/a0CkS5ExFR                                         1
This is Beau. That is Beau's balloon. He takes it everywhere. 13/10 would protect at all costs https://t.co/YDtpCjIPKN                                                       1
This is Nollie. She's waving at you. If you don't wave back you're a monster. She's also portable as hell. 12/10 https://t.co/7AKdkCOlMf                                     1
This is Lucy. She spent all morning overseeing the shoveling of the driveway. H*ckin hard work. 13/10 very good girl Lucy https://t.co/gA2GECjiQD                            1
Meet Sadie. She's addicted to balloons. It's tearing her family apart. Won't admit she has a problem. Still 10/10 https://t.co/h6s9Rch0gZ                                    1
This is Kloey. Her mother was a unicorn. 10/10 https://t.co/NvKJRYDosA                                                                                                       1
This is Dunkin. He can only see when he's wet (tragic). 12/10 future heartbreaker https://t.co/At8Kxc5H9U                                                                    1
Meet Dante. At first he wasn't a fan of his new raincoat, then he saw his reflection. H*ckin handsome. 13/10 for water resistant good boy https://t.co/SHRTIo5pxc            1
This is Ollie Vue. He was a 3 legged pupper on a mission to overcome everything. This is very hard to write. 14/10 we will miss you Ollie https://t.co/qTRY2qX9y4            1
What an honor. 3 dogs here. Blond one is clearly a gymnast. Other two just confused. Very nifty pups. 9/10 for all https://t.co/YDgstgIDGs                                   1
Good morning here's a grass pupper. 12/10 https://t.co/2d68FmWGGs                                                                                                            1
This is Durg. He's trying to conquer his fear of trampolines. 9/10 it's not working https://t.co/5iH08ltkoe                                                                  1
I couldn't make it to the #WKCDogShow BUT I have people there on the ground relaying me the finest pupper pics possible. 13/10 for all https://t.co/jd6lYhfdH4               1
This is Biden. Biden just tripped... 7/10 https://t.co/3Fm9PwLju1                                                                                                            1
This is a dog swinging. I really enjoyed it so I hope you all do as well. 11/10 https://t.co/Ozo9KHTRND                                                                      1
@s8n You tried very hard to portray this good boy as not so good, but you have ultimately failed. His goodness shines through. 666/10                                        1
I usually only share these on Friday's, but this is Blue. He's a very smoochable pooch who needs your help. 13/10\n\nhttps://t.co/piiX0ke8Z6 https://t.co/1UHrKcaCiO         1
This is Rocky. He got triple-doggo-dared. Stuck af. 11/10 someone help him https://t.co/soNL00XWVu                                                                           1
Meet Trip. He likes wearing costumes that aren't consistent with the season to screw with people 10/10 tricky pupper https://t.co/40w7TI5Axv                                 1
This is Florence. He saw the same snap you sent him on your story. Pretty pupset with you. 12/10 https://t.co/rnkvT2kvib                                                     1
This is Marley. She's having a ruff day. Pretty pupset. 12/10 would assist https://t.co/yLm7hQ6UXh                                                                           1
The millennials have spoken and we've decided to immediately demote to a 1/10. Thank you                                                                                     1
Here's a pupper in a onesie. Quite pupset about it. Currently plotting revenge. 12/10 would rescue https://t.co/xQfrbNK3HD                                                   1
This is Joshwa. He is a fuckboy supreme. He clearly relies on owner but doesn't respect them. Dreamy eyes tho 11/10 https://t.co/60xYFRATPZ                                  1
This is Vinscent. He was just questioned about his recent credit card spending. 8/10 https://t.co/qOD4G19A2u                                                                 1
When someone yells "cops!" at a party and you gotta get your drunk friend out of there. 10/10 https://t.co/4rMZi5Ca1k                                                        1
Happy New Year from your fav holiday squad! 🎉 12/10 for all\n\nHere's to a pupper-filled year 🍻🐶🐶🐶 https://t.co/ZSdEj59FGf                                                   1
"Everything looks pretty good in there. Make sure to brush your gums. Been flossing? How's school going?" Both 10/10 https://t.co/lWL2IMJqLR                                 1
This is Jim. He found a fren. Taught him how to sit like the good boys. 12/10 for both https://t.co/chxruIOUJN                                                               1
This is Herm. It's his first day of potty training. He's doing great. You got this Herm. 10/10 stellar pup https://t.co/gFl60yFJ0w                                           1
This is Remington. He was caught off guard by the magical floating cheese. Spooked af. 10/10 deep breaths pup https://t.co/mhPSADiJmZ                                        1
Meet Luca. He's a Butternut Scooperfloof. Glorious tongue. 12/10 would pet really well https://t.co/VcxZQPNZaV                                                               1
This is Leonidas. He just got rekt by a snowball. 9/10 doggy down https://t.co/uNrmYDUa9M                                                                                    1
This is Pippin. He is terrified of his new little yellow giraffe. 11/10 https://t.co/ZICNl6tIr5                                                                              1
Here is a whole flock of puppers.  60/50 I'll take the lot https://t.co/9dpcw6MdWa                                                                                           1
RT @dog_rates: This pupper killed this great white in an epic sea battle. Now wears it as a trophy. Such brave. Much fierce. 13/10 https://…                                 1
This is Gustaf. He's a purebred Chevy Equinox. Loves to shred. Gnarly lil pup. Great with the babes. 11/10 https://t.co/7CbO2eMAgJ                                           1
This is Furzey. He's doing an elevated sandy zoom. Adjusts ears to steer. 12/10 would pet mid flight https://t.co/zhbRIZQgnq                                                 1
This pupper just wants a belly rub. This pupper has nothing to do w the tree being sideways now. 10/10 good pupper https://t.co/AyJ7Ohk71f                                   1
This is Newt. He's a strawberry. 11/10 https://t.co/2VhmlwxA1Q                                                                                                               1
RT @dog_rates: When it's Janet from accounting's birthday but you can't eat the cake cuz it's chocolate. 10/10 hang in there pupper https:/…                                 1
This is Benedict. He's a feisty pup. Needs a brushing. Portable af. Looks very angry actually. 4/10 might not pet https://t.co/3oeFfHjv0Z                                    1
Who keeps sending in pictures without dogs in them? This needs to stop. 5/10 for the mediocre road https://t.co/ELqelxWMrC                                                   1
This is Walker. He's a Butternut Khalifa. Appears fuzzy af. 11/10 would hug for a ridiculous amount of time https://t.co/k6fEWHSALn                                          1
This pupper is fed up with being tickled. 12/10 I'm currently working on an elaborate heist to steal this dog https://t.co/F33n1hy3LL                                        1
Guys this is getting so out of hand. We only rate dogs. This is a Galapagos Speed Panda. Pls only send dogs... 10/10 https://t.co/8lpAGaZRFn                                 1
I've never seen a dog so genuinely happy about a tennis ball. 12/10 s'cute https://t.co/9RYY2NtHDw                                                                           1
Meet Grizz. He just arrived. Couldn't wait until Christmas. Worried bc he saw the swastikas on the carpet. 10/10 https://t.co/QBGwYrT7rv                                     1
This is Callie. She'll be your navigator today. Takes her job very seriously. Will shift for you. One ear always in the pupholder. 12/10 https://t.co/Bh9DtLhIBO             1
When she says she'll be ready in a minute but you've been waiting in the car for almost an hour. 10/10 https://t.co/EH0N3dFKUi                                               1
This is George. He just remembered that bees are dying globally at an alarming rate. Scary stuff George. 10/10 https://t.co/lznl6QGkYc                                       1
When your friend is turnt af and you're just trying to chill. 10/10 (vid by @presgang) https://t.co/OufVDk23JC                                                               1
This pupper just wants to say hello. 11/10 would knock down fence for https://t.co/A8X8fwS78x                                                                                1
These are some pictures of Teddy that further justify his 13/10 rating. Please enjoy https://t.co/tDkJAnQsbQ                                                                 1
After getting lost in Reese's eyes for several minutes we're going to upgrade him to a 13/10                                                                                 1
This is Combo. The daily struggles of being a doggo have finally caught up with him. 11/10 https://t.co/LOKrNo0OM7                                                           1
Meet Maggie &amp; Lila. Maggie is the doggo, Lila is the pupper. They are sisters. Both 12/10 would pet at the same time https://t.co/MYwR4DQKll                             1
This is Penny. She's having fun AND being safe. 12/10 very responsible pup https://t.co/eqeWw67oU7                                                                           1
This is Winston. His tongue has gone rogue. Doing him quite a frighten. 10/10 hang in there Winston https://t.co/d0QEbp78Yi                                                  1
This is Amy. She is Queen Starburst. 10/10 unexplainably juicy https://t.co/Hj2HtxpcSx                                                                                       1
PUPDATE: I've been informed that Augie was actually bringing his family these flowers when he tripped. Very good boy. Pupgraded to 11/10                                     1
Meet Hercules. He can have whatever he wants for the rest of eternity. 12/10 would snug passionately https://t.co/mH0IOyFdIG                                                 1
Meet Sammy. He's a Motorola Firefox. Hat under hoodie (must be a half-decent up and coming white rapper) 10/10 https://t.co/rO2zxf0OQ0                                       1
This is Stubert. He just arrived. 10/10 https://t.co/HVGs5aAKAn                                                                                                              1
Pause your cookout and admire this pupper's nifty hat. 10/10 https://t.co/RG4C9IdNJM                                                                                         1
Say hello to Clarence. Clarence thought he saw a squirrel. He was just trying to help. 8/10 poor Clarence https://t.co/tbFaTUHLJB                                            1
This is Enchilada (yes, that's her real name). She's a Low-Cruisin Plopflopple. Very rare. Only a few left. 12/10 https://t.co/SiaiTWgsfP                                    1
"Ello this is dog how may I assist" ...10/10 https://t.co/jeAENpjH7L                                                                                                         1
This is Terrenth. He just stubbed his toe. 10/10 deep breaths Terrenth https://t.co/Pg18CDFC7Z                                                                               1
This is a southwest Coriander named Klint. Hat looks expensive. Still on house arrest :(\n9/10 https://t.co/IQTOMqDUIe                                                       1
This is Adele. Her tongue flies out of her mouth at random. It's a debilitating illness. 10/10 stay strong pupper https://t.co/cfn81n3FLO                                    1
RT @dog_rates: This is Bell. She likes holding hands. 12/10 would definitely pet with other hand https://t.co/BXIuvkQO9b                                                     1
Say hello to Axel. He's a Black Chevy Pinot on wheels. 0 to 60 in 5.7 seconds (if downhill). 9/10 I call shotgun https://t.co/DKe9DBnnHE                                     1
This is Lola. She fell asleep on a piece of pizza. 10/10 frighteningly relatable https://t.co/eqmkr2gmPH                                                                     1
These are Peruvian Feldspars. Their names are Cupit and Prencer. Both resemble Rand Paul. Sick outfits 10/10 &amp; 10/10 https://t.co/ZnEMHBsAs1                             1
This is Rusty. He's going D1 for sure. Insane vertical. 13/10 would draft https://t.co/AsykOwMrXQ                                                                            1
This is Loki. He knows he's adorable. One ear always pupared. 12/10 would snug in depicted fashion forever https://t.co/OqNggd4Oio                                           1
Say hello to Romeo. He was just told that it's too cold for the pool. H*ckin nonsense. 11/10 would help fill up https://t.co/6hx7ur6sNI                                      1
@Marc_IRL pixelated af 12/10                                                                                                                                                 1
Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 https://t.co/0eb7R1Om12                                                                 1
13/10\n@ABC7                                                                                                                                                                 1
We normally don't rate birds but I feel bad cos this one forgot to fly south for the winter. 9/10 just wants a bath https://t.co/o47yitCn9N                                  1
This is Alfie. He's your Lyft for tonight. Kindly requests you buckle pup and remain reasonably calm during the ride. 13/10 he must focus https://t.co/AqPTHYUBFz            1
RT @dog_rates: Everyone needs to watch this. 13/10 https://t.co/Bb3xnpsWBC                                                                                                   1
Meet Toby. He has a drinking problem. Inflatable marijuana plant in the back is also not a good look. 7/10 cmon Toby https://t.co/Cim4DSj6Oi                                 1
This is Ellie AKA Queen Slayer of the Orbs. Very self-motivated. Great yard. Rad foliage. 10/10 would pet diligently https://t.co/c9jmg3Xtzn                                 1
This is Alice. She's an idiot. 4/10 https://t.co/VQXdwJfkyS                                                                                                                  1
This is Mingus. He's a wonderful father to his smol pup. Confirmed 13/10, but he needs your help\n\nhttps://t.co/bVi0Yr4Cff https://t.co/ISvKOSkd5b                          1
This is Linda. She just looked up and saw you glancing at your neighboring classmate's test. 10/10 https://t.co/UpFFYhA1Id                                                   1
Meet Reggie. He's going for the world record. Must concentrate. Focus up pup. 11/10 we all believe in you Reggie https://t.co/h3AWz4AzuC                                     1
This is Eevee. She wants to see how you're doing. Just checkin pup on you. She hopes you're doing okay. 12/10 extremely good girl https://t.co/nqAJGCHKEt                    1
RT @dog_rates: This is Carl. He's very powerful. 12/10 don't mess with Carl https://t.co/v5m2bIukXc                                                                          1
This is Bradlay. He is a Ronaldinho Matsuyama mix. Can also mountain bike (wow). Loves that blue light lime. 11/10 https://t.co/DKhgkMx4N1                                   1
This is Oakley. He has no idea what happened here. Even offered to help clean it up. 11/10 such a heckin good boy https://t.co/vT3JM8b989                                    1
This is Eleanor. She winks like she knows many things that you don't. 12/10 https://t.co/bxGwkJa2kE                                                                          1
I have no words. Just a magnificent pup. 12/10 https://t.co/viwWHZgX8j                                                                                                       1
This is Mike. He is a Jordanian Frito Pilates. Frowning because he can't see directly in front of him. 8/10 https://t.co/NL5QJwdEpF                                          1
RT @dogratingrating: Unoriginal idea. Blatant plagiarism. Curious grammar. -5/10 https://t.co/r7XzeQZWzb                                                                     1
Name a more iconic quartet... I'll wait. 13/10 for all https://t.co/kCLgD8687T                                                                                               1
I can't believe this keeps happening. This, is a birb taking a bath. We only rate dogs. Please only send dogs. Thank you... 12/10 https://t.co/pwY9PQhtP2                    1
Pls don't send more sherks. I don't care how seemingly floofy they are. It does me so much frighten. Thank u. 11/10 https://t.co/oQqlOsla4R                                  1
This is Bruce. I really want to hear the joke he was told. 10/10 for chuckle pup https://t.co/ErPLjjJOKc                                                                     1
When your crush won't pay attention to you. Both 10/10 tragic af https://t.co/d3LELGVlqu                                                                                     1
Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody https://t.co/mpvaVxKmc1                                                                                1
This pupper is very passionate about Christmas. Wanted to give the tree a hug. So cute. 8/10 https://t.co/NsGyECJuq7                                                         1
Meet Jax. He's in the middle of a serious conversation and is trying unbelievably hard not to laugh. 10/10 https://t.co/HwiLcDPaCi                                           1
Pink dogs here. Unreasonably long necks. Left guy has only 1 leg. Quite nimble. Don't bark tho 4/10s would still pet https://t.co/QY5uvMmmQk                                 1
This is Doc. He takes time out of every day to worship our plant overlords. 12/10 quite the floofer https://t.co/azMneS6Ly5                                                  1
Say hello to Mitch. He thinks that's a hat. Nobody has told him yet. 11/10 please no one tell him https://t.co/7jOPktauh4                                                    1
Say hello to Indie and Jupiter. They're having a stellar day out on the boat. Both 12/10 adorbz af https://t.co/KgSEkrPA3r                                                   1
This is just downright precious af. 12/10 for both pupper and doggo https://t.co/o5J479bZUC                                                                                  1
After so many requests, this is Bretagne. She was the last surviving 9/11 search dog, and our second ever 14/10. RIP https://t.co/XAVDNDaVgQ                                 1
Meet Milo. He hauled ass until he ran out of treadmill and then passed out from exhaustion. 11/10 sleep tight pupper https://t.co/xe1aGZNkcC                                 1
This is Georgie. He's very shy. Only puppears when called. Aggressively average at fetch. Unique front paws. Looks slippery. 10/10 would pet https://t.co/rcDs5LkiSj         1
I just want to be friends with this dog. Appears to be into the sports. A true brobean. 10/10 would introduce to mom https://t.co/1Z7Q6svWpe                                 1
Very happy pup here. Always smiling. Loves his little leaf. Carries it everywhere with him. 9/10 https://t.co/81BCQAyvcs                                                     1
This is Kevin. Kevin doesn't give a single h*ck. Will sit in the fountain if he wants to. 13/10 churlish af https://t.co/r6GjO6MbZz                                          1
This is Wyatt. He's got the fastest paws in the West. H*ckin deadly. 11/10 would ride into the sunset with https://t.co/stkJ377KK7                                           1
Was just informed about this hero pupper and others like her. Another 14/10, would be an absolute honor to pet https://t.co/hBTzPmj36Z                                       1
This is Jimothy. He's a Trinidad Poliwhirl. Father was a velociraptor. Exceptionally unamused. 12/10 would adopt https://t.co/VwdIk0OwVx                                     1
This is Gert. He just wants you to be happy. 11/10 would pat on the head so damn well https://t.co/l0Iwj6rLFW                                                                1
Meet Rodney. He's a Ukranian Boomchicka. Outside but would like to be inside. Only has one ear (unfortunate) 10/10 https://t.co/FjAj3ggXrR                                   1
This is Solomon. He's a Beneroo Cumberflop. 12/10 would hug passionately https://t.co/5phLAnGPTP                                                                             1
This is Jessifer. She is a Bismoth Teriyaki. Flowers being attacked by hurricanes on bandana (rad). 9/10 stellar pup https://t.co/nZhmRwZzWv                                 1
Say hello to Lupe. This is how she sleeps. 10/10 impressive really https://t.co/Fz6iZWlk8C                                                                                   1
RT @dog_rates: This is Kyro. He's a Stratocumulus Flop. Tongue ejects at random. Serious h*ckin condition. Still 12/10 would pet passionate…                                 1
Yes I do realize a rating of 4/20 would've been fitting. However, it would be unjust to give these cooperative pups that low of a rating                                     1
When you're given AUX cord privileges from the back seat and accidentally start blasting an audiobook... both 10/10 https://t.co/gCCrY8P0K9                                  1
This is Halo. She likes watermelon. 13/10 https://t.co/TZkiQZqwA6                                                                                                            1
This is Oscar. He's ready for Christmas. 11/10 https://t.co/TON0Irzgwr                                                                                                       1
Never seen dog like this. Breathes heavy. Tilts head in a pattern. No bark. Shitty at fetch. Not even cordless. 1/10 https://t.co/i9iSGNn3fx                                 1
This is Socks. That water pup w the super legs just splashed him. Socks did not appreciate that. 9/10 and 2/10 https://t.co/8rc5I22bBf                                       1
This is Cuddles. He's not entirely sure how doors work. 10/10 I believe in you Cuddles https://t.co/rKjK88D05Z                                                               1
This is Bob. He just got back from his job interview and realized his ear was inside-out the whole time. 10/10 https://t.co/lORINwFXIV                                       1
This is Chip. He's an Upper West Nile Pantaloon. Extremely deadly. Will rip your throat out. 6/10 might still pet https://t.co/LUFnwzznaV                                    1
Meet Phil. He's big af. Currently destroying this nice family home. Completely uncalled for. 3/10 not a good pupper https://t.co/fShNNhBWYx                                  1
This is Benedict. He wants to thank you for this delightful urban walk. Hopes you know he loves you. 13/10 super duper good boy https://t.co/26BXueUgbs                      1
This is Rey. He's a Benebop Cumberfloof. 12/10 dangerously pettable https://t.co/503CgWbhxQ                                                                                  1
This is Churlie. He likes bagels. 10/10 https://t.co/k8P6FZlzAG                                                                                                              1
Say hello to Anna and Elsa. They fall asleep in similar positions. It's pretty wild. Both 12/10 would snug simultaneously https://t.co/8rUL99bX4W                            1
Please enjoy this picture as much as I did. 12/10 https://t.co/7u8mM99Tj5                                                                                                    1
This is Kenny. He just wants to be included in the happenings. 11/10 https://t.co/2S6oye3XqK                                                                                 1
@jonnysun @Lin_Manuel ok jomny I know you're excited but 960/00 isn't a valid rating, 13/10 is tho                                                                           1
Say hello to Boomer. He's a sandy pupper. Having a h*ckin blast. 12/10 would pet passionately https://t.co/ecb3LvExde                                                        1
This is Ozzy. He's acrobatic af. Legendary pupper status achieved. 13/10 https://t.co/gHWsCTu90E                                                                             1
Everyone please just appreciate how perfect these two photos are. 12/10 for both https://t.co/rLf7asnHxO                                                                     1
This... is a Tyrannosaurus rex. We only rate dogs. Please only send in dogs. Thank you ...10/10 https://t.co/zxw8d5g94P                                                      1
Meet Milo and Amos. They are the best of pals. Both 12/10 would pet at the same time https://t.co/Mv37BHEyyD                                                                 1
This is Earl. Earl is lost. Someone help Earl. He has no tags. Just trying to get home. 5/10 hang in there Earl https://t.co/1ZbfqAVDg6                                      1
*internally screaming* 12/10 https://t.co/YMcrXC2Y6R                                                                                                                         1
This is Kyle. He made a joke about your shoes, then stuck his tongue out at you. Uncalled for. Step the h*ck up Kyle. 11/10 would forgive https://t.co/hLQ2Ilg2uN            1
RT @dog_rates: Oh. My. God. 13/10 magical af https://t.co/Ezu6jQrKAZ                                                                                                         1
Everybody stop what you're doing and watch these puppers enjoy summer. Both 13/10 https://t.co/wvjqSCN6iC                                                                    1
RT @dog_rates: We normally don't rate marshmallows but this one appears to be flawlessly toasted so I'll make an exception. 10/10 https://t…                                 1
Striped dog here. Having fun playing on back. Sturdy paws. Looks like an organized Dalmatian. 7/10 would still pet https://t.co/U1mSS3Ykez                                   1
This lil pupper is sad because we haven't found Kony yet. RT to spread awareness. 12/10 would pet firmly https://t.co/Cv7dRdcMvQ                                             1
This is Dakota. He's just saying hi. That's all. 12/10 someone wave back https://t.co/1tWe5zZoHv                                                                             1
Here we have a mixed Asiago from the Galápagos Islands. Only one ear working. Big fan of marijuana carpet. 8/10 https://t.co/tltQ5w9aUO                                      1
RT @dog_rates: This is Paisley. She really wanted to be president this time. Dreams officially crushed. 13/10 https://t.co/liJGwMp17E                                        1
This is Koda. He has a weird relationship with tall grass. Slightly concerning. 11/10 would def still pet https://t.co/KQzSR8eCsw                                            1
Meet Penelope. She is a white Macadamias Duodenum. Very excited about wall. Lives on Frosted Flakes. 11/10 good pup https://t.co/CqcRagJlyS                                  1
Happy Wednesday here's a bucket of pups. 44/40 would pet all at once https://t.co/HppvrYuamZ                                                                                 1
This little pupper just arrived. 11/10 would snug https://t.co/DA5aqnSGfB                                                                                                    1
"Yes hello I'ma just snag this here toasted bagel real quick. carry on." 9/10 https://t.co/Cuz0Osnekp                                                                        1
Ermergerd 12/10 https://t.co/PQni2sjPsm                                                                                                                                      1
This pupper just descended from heaven. 12/10 can probably fly https://t.co/X6X9wM7NuS                                                                                       1
This is Mabel. She's super h*ckin smol. Portable af. Comes with the smol shoe. 12/10 would keep in frocket https://t.co/GGJvxYt3xK                                           1
This is Lucy. She doesn't understand fetch. 8/10 try turning off and back on (vid by @rileyyoungblood) https://t.co/RXjEwpVJf0                                               1
Say hello to Jazz. She should be on the cover of Vogue. 12/10 gorgeous pupper https://t.co/mVCMemhXAP                                                                        1
@markhoppus 182/10                                                                                                                                                           1
holy shit 12/10 https://t.co/p6O8X93bTQ                                                                                                                                      1
Here we are witnessing an isolated squad of bouncing doggos. Unbelievably rare for this time of year. 11/10 for all https://t.co/CCdlwiTwQf                                  1
We only rate dogs. Please stop sending in non-canines like this Freudian Poof Lion. This is incredibly frustrating... 11/10 https://t.co/IZidSrBvhi                          1
This is Sansa. She's gotten too big for her chair. Not so smol anymore. 11/10 once a pupper, always a pupper https://t.co/IpAoztle2s                                         1
Yea I can't handle this job anymore your dogs are too adorable. 12/10 https://t.co/N9W5L7BLTm                                                                                1
Meet Boomer. He's just checking pup on you. Hopes you had a good day. If not, he hopes he made it better. 13/10 extremely good boy https://t.co/pozUoHLkGg                   1
The 13/10 also takes into account this impeccable yard. Louis is great but the future dad in me can't ignore that luscious green grass                                       1
This is Sierra. She's one precious pupper. Absolute 12/10. Been in and out of ICU her whole life. Help Sierra below\n\nhttps://t.co/Xp01EU3qyD https://t.co/V5lkvrGLdQ       1
This is Kingsley Wellensworth III. He owns 7 range rovers. Has a cardigan collection. Would rather be sailing. 9/10 https://t.co/BE4ahQ0IO2                                  1
RT @dog_rates: This is Charlie. He fell asleep on a heating vent. Would puppreciate your assistance. 11/10 someone help Charlie https://t.c…                                 1
This is Finn. He's the most unphotogenic pupper of all time. 11/10 https://t.co/qvA2rCUl6v                                                                                   1
This is Stella. She's happier than I will ever be. 10/10 would trade lives with https://t.co/JSs2bfDtTS                                                                      1
RT @dog_rates: This is Ken. His cheeks are magic. 13/10 (IG: ken_shiba) https://t.co/btzf1zTDeQ                                                                              1
This is Lou. He's a Petrarch Sunni Pinto. Well-behaved pup. Little legs just hang there. 10/10 would pet firmly https://t.co/FoCULrC3rD                                      1
Please stop sending in non canines like this Guatemalan Twiggle Bunny. We only rate dogs. Only send in dogs... 11/10 https://t.co/XKhobeGuvT                                 1
This is Spark. He's nervous. Other dog hasn't moved in a while. Won't come when called. Doesn't fetch well 8/10&amp;1/10 https://t.co/stEodX9Aba                             1
This is Opal. He's a Royal John Coctostan. Ready for transport. Basically indestructible. 9/10 good pupper https://t.co/yRBQF9OS7D                                           1
RT @dog_rates: This is Stephan. He just wants to help. 13/10 such a good boy https://t.co/DkBYaCAg2d                                                                         1
This is Lipton. He's a West Romanian Snuggle Pup. Only a few left of his kind. 12/10 would boop https://t.co/5KmXPIGgAG                                                      1
This is Betty. She's assisting with the dishes. Such a good puppo. 12/10 h*ckin helpful af https://t.co/dgvTPZ9tgI                                                           1
This is Louis. He's takes top-notch selfies. 12/10 would snapchat with https://t.co/vz2DukO0th                                                                               1
This is Chuckles. He had a balloon but he accidentally let go of it and it floated away. 11/10 hang in there pupper https://t.co/68iNM7B5gW                                  1
This is Bella. She had her first beach experience this morning. Complete success. 12/10 would perform a sandy boop https://t.co/4VsFysDmiw                                   1
This is Jesse. He really wants a belly rub. Will be as cute as possible to achieve that goal. 11/10 https://t.co/1BxxcdVNJ8                                                  1
This is Reggie. He hugs everyone he meets. 12/10 keep spreading the love Reggie https://t.co/uMfhduaate                                                                      1
This is Noah. He can't believe someone made this mess. Got the vacuum out for you though. Offered to help clean pup. 12/10 super good boy https://t.co/V85xujjDDY            1
I present to you, Pup in Hat. Pup in Hat is great for all occasions. Extremely versatile. Compact as h*ck. 14/10 (IG: itselizabethgales) https://t.co/vvBOcC2VdC             1
Unique dog here. Wrinkly as hell. Weird segmented neck. Finger on fire. Doesn't seem to notice. 5/10 might still pet https://t.co/Hy9La4xNX3                                 1
RT @dog_rates: This is Oakley. He has no idea what happened here. Even offered to help clean it up. 11/10 such a heckin good boy https://t.…                                 1
This is Clark. He collects teddy bears. It's absolutely h*ckin horrifying. 8/10 please stop this Clark https://t.co/EDMcwt86fU                                               1
Meet Humphrey. He's a Northern Polyp Viagra. One ear works. Face stuck like that. Always surprised. 9/10 petable af https://t.co/FS7eJQM2F4                                  1
RT @dog_rates: "Tristan do not speak to me with that kind of tone or I will take away the Xbox." 10/10 https://t.co/VGPH0TfESw                                               1
This left me speechless. 14/10 heckin heroic af https://t.co/3td8P3o0mB                                                                                                      1
This is Rooney. He can't comprehend glass. 10/10 it'll be ok pupper https://t.co/CnUl2uDBBV                                                                                  1
This is Winston. His selfie game is legendary. Will steal your girl with a single snap. 11/10 handsome as h*ck https://t.co/jxQhxoPsgL                                       1
This is Luther. He saw a ghost. Spooked af. 11/10 hang in there pupper https://t.co/EdKG43VvEl                                                                               1
This is Beebop. Her name means "Good Dog" in robot. She also was a star on the field today. 13/10 would pet well https://t.co/HKBVZqXFNR                                     1
This is Jomathan. He is not thrilled about the length of the grass. 10/10 https://t.co/TIhVKEIPqj                                                                            1
RT @dog_rates: This is Ruby. She just turned on the news. Officially terrified. 11/10 deep breaths Ruby https://t.co/y5KarNXWXt                                              1
RT @dog_rates: Meet Shadow. In an attempt to reach maximum zooming borkdrive, he tore his ACL. Still 13/10 tho. Help him out below\n\nhttps:/…                               1
This is Bert. He likes flowers. 10/10 https://t.co/lmQRrNxaQu                                                                                                                1
This is Gromit. He's pupset because there's no need to beware of him. Just wants a pettin. 10/10 https://t.co/eSvz4EapHH                                                     1
This is Jordy. He likes to go on adventures and watch the small scaly underwater dogs with fins pass him by. 12/10 peaceful as h*ck https://t.co/xJo6S2sfsN                  1
Exotic dog here. Long neck. Weird paws. Obsessed with bread. Waddles. Flies sometimes (wow!). Very happy dog. 6/10 https://t.co/rqO4I3nf2N                                   1
This is Stanley. Somehow he heard you tell him he's a good boy from all the way up there. 13/10 I love you Stanley https://t.co/51FXNuouHI                                   1
Meet Joey and Izzy. Joey only has one ear that works and Izzy wants 2015 to be over already. Both great pups. 11/10s https://t.co/WgQTIQ93BB                                 1
Say hello to Olive and Ruby. They are best buddies. Both 11/10 \n1 like = 1 buddy https://t.co/yagmFdKlyL                                                                    1
This is Pippa. She managed to start the car but is waiting for you to buckle up before driving. Responsible af 11/10 https://t.co/htrlmC7saz                                 1
Meet Benny. He likes being adorable and making fun of you while you're on the trampoline. 12/10 let's help him out\n\nhttps://t.co/aVMjBqAy1x https://t.co/7gx2LksT3U        1
This is Zooey. She's the world's biggest fan of illiterate delivery people. 13/10 not your fault they don't listen, Zooey https://t.co/ixOFQ1tfqE                            1
This is Penny. She's both pupset and fired pup. Not pleased w your barbaric attempts at cleanliness. 12/10 would enjoy more shampoo options https://t.co/OYdDlfOGXP          1
Say hello to Bentley and Millie. They do everything together. Besties forever. Both 11/10 https://t.co/vU3tKr4vTn                                                            1
RT @dog_rates: This... is a Tyrannosaurus rex. We only rate dogs. Please only send in dogs. Thank you ...10/10 https://t.co/zxw8d5g94P                                       1
This is Clarence. His face says he doesn't want to be a donkey, but his tail is super pumped about it. 9/10 https://t.co/fGDWgukcBs                                          1
Say hello to Buddah. He was Waldo for Halloween. 11/10 https://t.co/DVAqAnb624                                                                                               1
Meet Jax. He's an Iglesias Hufflepoof. Quite the jokester. Takes it too far sometimes. Can be very hurtful. 9/10 https://t.co/i5TeG0KYcW                                     1
Here we have a basking dino pupper. Looks powerful. Occasionally shits eggs. Doesn't want the holidays to end. 5/10 https://t.co/DnNweb5eTO                                  1
This is Gus. He's super stoked about being an elephant. Couldn't be happier. 9/10 for elephant pupper https://t.co/gJS1qU0jP7                                                1
This is Wallace. He'll be your chau-fur this evening. 12/10 eyes on the road Wallace https://t.co/p1RD39XjUe                                                                 1
This is Timofy. He's a pilot for Southwest. It's Christmas morning &amp; everyone has gotten kickass gifts but him. 9/10 https://t.co/3FuNbzyPwo                             1
This is Odie. He's big. 13/10 would attempt to ride https://t.co/JEXB9RwBmm                                                                                                  1
Meet Charlie. He likes to kiss all the big milk dogs with the rad earrings. Passionate af. 10/10 just a great guy https://t.co/Oe0XSGmfoP                                    1
This is a Rich Mahogany Seltzer named Cherokee. Just got destroyed by a snowball. Isn't very happy about it. 9/10 https://t.co/98ZBi6o4dj                                    1
Meet Lambeau. He's a Whistling Haiku from the plains of southern Guatemala. 11/10 so. damn. majestic. https://t.co/UqCvpSgMJe                                                1
This is a Deciduous Trimester mix named Spork. Only 1 ear works. No seat belt. Incredibly reckless. 9/10 still cute https://t.co/CtuJoLHiDo                                  1
This is Bookstore and Seaweed. Bookstore is tired and Seaweed is an asshole. 10/10 and 7/10 respectively https://t.co/eUGjGjjFVJ                                             1
This is Barry. He's very fast. I hope he finds what he's looking for. 10/10 (vid by @KeeganWolfe33) https://t.co/nTAsyvbIiO                                                  1
This is Sweets the English Bulldog. Waves back to other bikers. 12/10 just a fantastic friendly pupper https://t.co/WYiFzuX7D4                                               1
We 👏🏻 only 👏🏻 rate 👏🏻 dogs. Pls stop sending in non-canines like this Dutch Panda Worm. This is infuriating. 11/10 https://t.co/odfLzBonG2                                   1
12/10 @LightningHoltt                                                                                                                                                        1
This is Juckson. He's totally on his way to a nascar race. 5/10 for Juckson https://t.co/IoLRvF0Kak                                                                          1
Meet Baloo. He's expecting a fast ground ball, hence the wide stance. Prepared af. 11/10 nothing runs like a pupper https://t.co/sMbMw5Z2XC                                  1
This is Riley. She's just an adorable football fan. 12/10 I'd watch the sports with her https://t.co/kLV8zUCfc8                                                              1
"AND IIIIIIIIIIIEIIIIIIIIIIIII WILL ALWAYS LOVE YOUUUUU" 11/10 https://t.co/rSNCEiTtfI                                                                                       1
Say hello to Aiden. His eyes are magical. Loves his little Guy Fieri friend. Sneaky tongue slip. 11/10 would caress https://t.co/Ac37LOe3xD                                  1
Guys this was terrifying. Really spooked me up. We don't rate ghosts. We rate dogs. Please only send dogs... 9/10 https://t.co/EJImi1udYb                                    1
This is Winston. The goggles make him a superhero. Protects the entire city from criminals unless they rub his belly really well. 12/10 https://t.co/yCydYURYEL              1
Here we see a lone northeastern Cumberbatch. Half ladybug. Only builds with bricks. Very confident with body. 7/10 https://t.co/7LtjBS0GPK                                   1
This is Bones. He's being haunted by another doggo of roughly the same size. 12/10 deep breaths pupper everything's fine https://t.co/55Dqe0SJNj                             1
When your teacher agreed on 10,000 RTs and no final but after 24 hours you only have 37... 10/10 https://t.co/sVnJfWVjUp                                                     1
This is Devón (pronounced "Eric"). He forgot how to eat the apple halfway through. Wtf Devón get it together. 8/10 https://t.co/7waRPODGyO                                   1
This pupper likes tape. 12/10 https://t.co/cSp6w5GWgm                                                                                                                        1
This is Albert. He just found out that bees are dying globally at an alarming rate. 10/10 heckin worried af now https://t.co/nhLX27WsDY                                      1
Meet Bonaparte. He's pupset because it's cloudy at the beach. Can't take any pics for his Instagram. 11/10 https://t.co/0THNOfv2Jo                                           1
This is the newly formed pupper a capella group. They're just starting out but I see tons of potential. 8/10 for all https://t.co/wbAcvFoNtn                                 1
This is Albus. He's quite impressive at hide and seek. Knows he's been found this time. 13/10 usually elusive as h*ck https://t.co/ht47njyZ64                                1
I'm happy to inform you all that Jake is in excellent hands. 13/10 for him and his new family \nhttps://t.co/LRCTJpnCnS https://t.co/wZz7fI6XO1                              1
This is Spanky. He was a member of the 2002 USA Winter Olympic speed skating team. Accomplished af. 12/10 https://t.co/7tlZPrePXd                                            1
This is Jareld. Jareld rules these waters. Ladies and Gentleman... 13/10. This dog is utterly fucking spectacular. https://t.co/L6qAEV5PAd                                   1
These two pups are masters of camouflage. Very dedicated to the craft. Both must've spent decades practicing. 10/10s https://t.co/RBiQ8hPqwr                                 1
This is Jiminy. He's not the brightest dog. Needs to lay off the kibble. 5/10 still petable https://t.co/omln4LOy1x                                                          1
When you hear your owner say they need to hatch another egg, but you've already been on 17 walks today. 10/10 https://t.co/lFEoGqZ4oA                                        1
This is a western brown Mitsubishi terrier. Upset about leaf. Actually 2 dogs here. 7/10 would walk the shit out of https://t.co/r7mOb2m0UI                                  1
This is Layla. It is her first Christmas. She got to be one of the presents. 12/10 I wish my presents would bark https://t.co/hwhCbhCjnV                                     1
Hooman catch successful. Massive hit by dog. Fumble ensued. Possession to dog. 13/10 https://t.co/QrFkqgHR1G                                                                 1
"I wish we were dogs" 14/10 for @BadlandsNPS https://t.co/50qq2DItPW                                                                                                         1
We are proud to support @LoveYourMelon on their mission to put a hat on every kid battling cancer. They are 14/10\n\nhttps://t.co/XQlmPTLHPl https://t.co/ZNIkkHgtYE         1
This is Elliot. He's blocking the roadway. Downright rude as hell. Doesn't care that you're already late. 3/10 https://t.co/FMUxir5pYu                                       1
"You got any games on your phone" 7/10 for invasive brown Dalmatian pupper https://t.co/yzGR9xjE9Q                                                                           1
This is the happiest dog you will ever see. Very committed owner. Nice couch. 10/10 https://t.co/RhUEAloehK                                                                  1
This is Kilo. He's a Pouncing Brioche. Really likes snow. 11/10 https://t.co/GS76SfkraY                                                                                      1
This is Loki. He'll do your taxes for you. Can also make room in your budget for all the things you bought today. 12/10 what a puppo https://t.co/5oWrHCWg87                 1
This is Perry. He's an Augustus Gloopster. Very condescending. Makes up for it with the sneaky tongue slip. 11/10 https://t.co/JVvIrUmTkR                                    1
This is Stanley. Yes he is aware of the spoon's presence, he just doesn't know what he should do about it. 10/10 https://t.co/gQAMg5ypW5                                     1
This is Wilson. He's aware that he has something on his face. Waiting for you to get it for him. 12/10 https://t.co/FaeinVjzTZ                                               1
Just got home from college. Dis my dog. She does all my homework. Big red turd in background. 13/10 no bias at all https://t.co/6WGFp9cuj6                                   1
Here is a very happy pup. Big fan of well-maintained decks. Just look at that tongue. 9/10 would cuddle af https://t.co/y671yMhoiR                                           1
Looks like he went cross-eyed trying way too hard to use the force. 12/10 \nhttps://t.co/bbuKxk0fM8                                                                          1
This is Chelsea. She forgot how to dog. 11/10 get it together pupper https://t.co/nBJ5RE4yHb                                                                                 1
This is Jerry. He's doing a distinguished tongue slip. Slightly patronizing tbh. You think you're better than us, Jerry? 6/10 hold me back https://t.co/DkOBbwulw1           1
This pupper is not coming inside until she catches a snowflake on her tongue. 11/10 the determination is palpable https://t.co/lvMYbmKq8H                                    1
"Hi yes this is dog. I can't help with that s- sir please... the manager isn't in right n- well that was rude"\n10/10 https://t.co/DuQXATW27f                                1
We only rate dogs. Please stop sending in your 31 year old sons that won't get out of your house. Thank you... 11/10 https://t.co/aTU53NNUkt                                 1
Hooman used Pokeball\n*wiggle*\n*wiggle*\nDoggo broke free \n10/10 https://t.co/bWSgqnwSHr                                                                                   1
This is Sailer. He waits on the roof for his owners to come home. Nobody knows how he gets up there. H*ckin loyal af. 13/10 https://t.co/O37z4jaMG9                          1
🎶 HELLO FROM THE OTHER SIIIIIIIIDE 🎶 10/10s https://t.co/GK2HJtkdQk                                                                                                          1
This is Chadrick. He's gnarly af 13/10 https://t.co/447tyBN0mW                                                                                                               1
This is Rodman. He's getting destroyed by the surfs. Valiant effort though. 10/10 better than most puppers probably https://t.co/S8wCLemrNb                                  1
Oh goodness. A super rare northeast Qdoba kangaroo mix. Massive feet. No pouch (disappointing). Seems alert. 9/10 https://t.co/Dc7b0E8qFE                                    1
This is Brockly. He's an uber driver. Falls asleep at the wheel often. Irresponsible af 8/10 would totally still pet https://t.co/fn1oUlS69Z                                 1
RT @dog_rates: This is Seamus. He's very bad at entering pools. Still a very good boy tho 11/10 https://t.co/hfi264QwYM                                                      1
Here's a doggo realizing you can stand in a pool. 13/10 enlightened af (vid by Tina Conrad) https://t.co/7wE9LTEXC4                                                          1
Elder doggo does a splash. Both 13/10 incredible stuff https://t.co/gBUDjdEcqz                                                                                               1
RT @ChinoChinako: They're good products, Brent\n\nMug holds drinks; hoodie is comfy af. 13/10 \n\nPuppy Aika h*cking agrees. @dog_rates https:/…                             1
This is an Iraqi Speed Kangaroo. It is not a dog. Please only send in dogs. I'm very angry with all of you ...9/10 https://t.co/5qpBTTpgUt                                   1
I'm aware that I could've said 20/16, but here at WeRateDogs we are very professional. An inconsistent rating scale is simply irresponsible                                  1
This is Louis. He's a river dancer. His friends think it's badass. All are very supportive. 10/10 for Louis https://t.co/qoIvjKMY58                                          1
This is Herald. He wants you to know he could steal your girl at any moment. 10/10 https://t.co/JR7hLnlgeS                                                                   1
Say hello to Lassie. She's celebrating #PrideMonth by being a splendid mix of astute and adorable. Proudly supupporting her owner. 13/10 https://t.co/uK6PNyeh9w             1
Have you ever seen such a smol pupper? Portable af. 12/10 would keep in shirt pocket https://t.co/KsqaIzlQ12                                                                 1
This is Brandi and Harley. They are practicing their caroling for later. Both 12/10 festive af https://t.co/AbBDuGZUpp                                                       1
Guys pls stop sending actual sharks. It's too dangerous for me and the people taking the photos. Thank you ...10/10 https://t.co/12lICZN2SP                                  1
This pupper got her hair chalked for her birthday. Hasn't told her parents yet. Rebellious af. 11/10 very nifty https://t.co/h1OX2mLtxV                                      1
RT @dog_rates: This is Happy. He's a bathtub reviewer. Seems to be pleased with this one. 12/10 https://t.co/Ln89R4FP7v                                                      1
This is Nelly. He really hopes you like his Hawaiian shirt. He already tore the tags off. 13/10 h*ck of a puppurchase https://t.co/LbkG5CiM7o                                1
Can stand on stump for what seems like a while. Built that birdhouse? Impressive. Made friends with a squirrel. 8/10 https://t.co/Ri4nMTLq5C                                 1
This is Chef. Chef loves everyone and wants everyone to love each other. 11/10 https://t.co/ILHGs0e6Dm                                                                       1
Guys this really needs to stop. We've been over this way too many times. This is a giraffe. We only rate dogs.. 7/10 https://t.co/yavgkHYPOC                                 1
This is one esteemed pupper. Just graduated college. 10/10 what a champ https://t.co/nyReCVRiyd                                                                              1
This is Smokey. He really likes tennis balls. 11/10 https://t.co/Ah7WlYTUBQ                                                                                                  1
Here is Atlas. He went all out this year. 13/10 downright magical af https://t.co/DVYIZOnO81                                                                                 1
This is Mary. She's desperately trying to recreate her Coachella experience.   12/10 downright h*ckin adorable https://t.co/BAJrfPvtux                                       1
This is Sunshine. She doesn't believe in personal space. Eyes pretty far apart for a dog. Has horns (whoa). 11/10 would pet with wonder https://t.co/o3bhLguymB              1
This is Marty. He has no idea what happened here. Never seen this stuff in his life. 9/10 very suspicious pupper https://t.co/u427woxFpJ                                     1
This is Bella. She hopes her smile made you smile. If not, she is also offering you her favorite monkey. 13.5/10 https://t.co/qjrljjt948                                     1
This is Tyr. He's just checking on you. Nifty af tongue slip. 12/10 would absolutely pet https://t.co/Jgnuiyvq06                                                             1
This is a mighty rare blue-tailed hammer sherk. Human almost lost a limb trying to take these. Be careful guys. 8/10 https://t.co/TGenMeXreW                                 1
This is Scout. He just graduated. Officially a doggo now. Have fun with taxes and losing sight of your ambitions. 12/10 would throw cap for https://t.co/DsA2hwXAJo          1
This is Sebastian. He can't see all the colors of the rainbow, but he can see that this flag makes his human happy. 13/10 #PrideMonth puppo https://t.co/XBE0evJZ6V          1
This is Ralphy. His dreams were just shattered. Poor pupper. 13/10 it'll be ok Ralphy https://t.co/P0kSN6rT6H                                                                1
Say hello to Hall and Oates. Oates is winking and Hall is contemplating the artistic entropy of the universe. 11/10s https://t.co/n5Wtb5Hvsl                                 1
Say hello to Reggie. He hates puns. 12/10 lighten pup Reggie https://t.co/X4vNEzAod5                                                                                         1
This is Carper. He's a Tortellini Angiosperm. In desperate need of a petting. 11/10 would hug softly https://t.co/lK9YDkRzPj                                                 1
This is Atticus. He's remaining calm but his costume looks terrified. 11/10 https://t.co/uT7QeZI34U                                                                          1
This is Chase. He's in a predicament. 9/10 help is on the way buddy https://t.co/0HmBk5sSbW                                                                                  1
@docmisterio account started on 11/15/15                                                                                                                                     1
This is Snoopy. He's a proud #PrideMonthPuppo. Impeccable handwriting for not having thumbs. 13/10 would love back #PrideMonth https://t.co/lNZwgNO4gS                       1
@NonWhiteHat @MayhewMayhem omg hello tanner you are a scary good boy 12/10 would pet with extreme caution                                                                    1
This pupper was about to explain where that dirt came from but then decided against it. 11/10 https://t.co/SbaelU6zRs                                                        1
This is a taco. We only rate dogs. Please only send in dogs. Dogs are what we rate. Not tacos. Thank you... 10/10 https://t.co/cxl6xGY8B9                                    1
When you watch your owner call another dog a good boy but then they turn back to you and say you're a great boy. 13/10 https://t.co/v0nONBcwxq                               1
This is Chet. He's dapper af. His owners want him to learn how to dance but his true passion is potato guns. 11/10 https://t.co/TBv7Qh1zxZ                                   1
RT @dog_rates: Meet Herschel. He's slightly bigger than ur average pupper. Looks lonely. Could probably ride 7/10 would totally pet https:/…                                 1
This is Jangle. She's addicted to broccoli. It's the only thing she cares about. Tragic af. 8/10 get help pup https://t.co/8dNWp1cSEa                                        1
13/10 hero af\n@ABC                                                                                                                                                          1
This is Charles. He's a Nova Scotian Towel Pouncer. Deadly af. Nifty tongue slip. 11/10 would pet with caution https://t.co/EfejX3iRGr                                       1
This is Reese. He's a Chilean Sohcahtoa. Loves to swing. Never sure what to do with his feet. 12/10 huggable af https://t.co/VA6jnNUyuW                                      1
This is Kirby. His bowl weighs more than him. 12/10 would assist https://t.co/UlB2mzw3Xs                                                                                     1
Meet Clarence. He does parkour. 8/10 very talented dog https://t.co/WpSFZm7RPH                                                                                               1
This is Scooter and his son Montoya.  Scooter is a wonderful father. He takes very good care of Montoya. Both 12/10 would pet at same time https://t.co/ghqMfxxa4V           1
This is Toffee. He's a happy pupper. Appears dangerously fluffy. Extraordinarily spherical. 12/10 would pet firmly https://t.co/oEXEKt3MHu                                   1
This is Tove. She's a Balsamic Poinsetter. Surprisingly deadly. 12/10 snug with caution https://t.co/t6RvnVEdRR                                                              1
This is Crawford. He's quite h*ckin good at the selfies. Nose is incredibly boopable. 11/10 would snapchat https://t.co/6F5Rrp472U                                           1
After much debate this dog is being upgraded to 10/10. I repeat 10/10                                                                                                        1
This is Kilo. He cannot reach the snackum. Nifty tongue, but not nifty enough. 10/10 maybe one day puppo https://t.co/gSmp31Zrsx                                             1
Say hello to Sora. She's an Egyptian Pumpernickel. Mesmerizing af. 12/10 would bring home to mom https://t.co/PmTR4kxZkq                                                     1
This is Toby. He just found out you only pretend to throw the ball sometimes. H*ckin puppalled. 12/10 would console https://t.co/YimNdkZrhM                                  1
Meet Taco. He's a speckled Garnier Fructis. Loves to shadow box. Ears out of control. Friend clearly impressed 9/10 https://t.co/85X1GHohFr                                  1
Doggo want what doggo cannot have. Temptation strong, dog stronger. 12/10  https://t.co/IqyTF6qik6                                                                           1
RT @dog_rates: Meet Moose. He doesn't want his friend to go back to college. 13/10 looks like you're staying home John https://t.co/LIhmM7i…                                 1
Touching scene here. Really stirs up the emotions. The bond between father &amp; son. So beautiful. 10/10 for both pups https://t.co/AJWJHov5gx                              1
We only rate dogs... this is a Taiwanese Guide Walrus. Im getting real heckin tired of this. Please send dogs. 10/10 https://t.co/49hkNAsubi                                 1
This is Major. He put on a tie for his first real walk. Only a little crooked. Can also drool upwards. H*ckin talented. 12/10 https://t.co/Zcwr8LgoO8                        1
This is Churlie. AKA Fetty Woof. Lost eye saving a school bus full of toddlers from a tsunami. Great guy. 10/10 https://t.co/li2XYBVuAY                                      1
Super rare dog right here guys. Doesn't bark. Seems strong. Blue. Very family friendly pet. 10/10 overall good dog https://t.co/Jykq2iq3qN                                   1
When she says you're a good boy and you know you're a good boy because you're a good boy. 13/10 https://t.co/O5IUmRHRIh                                                      1
Happy Saturday here's a dog in a mailbox. 12/10 https://t.co/MM7tb4HpEY                                                                                                      1
Meet Horace. He was practicing his levitation, minding his own business when a rogue tennis ball spooked him. 10/10 https://t.co/tB9xYjMyZd                                  1
Meet Lucia. She's a Cumulonimbus Floofmallow. Only has two legs tho (unfortunate). 11/10 would definitely still pet https://t.co/qv6qlEUCEe                                  1
RT @dog_rates: I'm not sure what this dog is doing but it's pretty inspirational. 12/10 https://t.co/4Kn9GEHXiE                                                              1
@TheEllenShow I'm not sure if you know this but that doggo right there is a 12/10                                                                                            1
This is Jerry. He's a neat dog. No legs (tragic). Has more horns than a dog usually does. Bark is unique af. 5/10 https://t.co/85q7xlplsJ                                    1
This is Coleman. Somebody needs to tell him that he's sitting in chairs wrong. 8/10 https://t.co/O10zjJ2Ixs                                                                  1
In honor of the new Star Wars movie. Here's Yoda pug. 12/10 pet really well, would I https://t.co/pvjdRn00XH                                                                 1
Say hello to Leo. He's a Fallopian Puffalope. Precious af. 12/10 would cuddle https://t.co/LZEi0DpRsH                                                                        1
This is Arlo. He's officially the king of snowy tongue slips. 13/10 would comfort during inevitable brain freeze https://t.co/oXVu9pNZZv                                     1
This pup's name is Sabertooth (parents must be cool). Ears for days. Jumps unannounced. 9/10 would pet diligently https://t.co/iazoiNUviP                                    1
Heartwarming scene of two pups that want nothing more than to be together. Touching af. Great tongue. Both 11/10 https://t.co/k32mSlRx0j                                     1
@RealKentMurphy 14/10 confirmed                                                                                                                                              1
Never seen a shark hold another shark like this before. Must be evolving. Both 10/10 please only send dogs though https://t.co/x4IUNKV79Y                                    1
This is Cooper. He's just so damn happy. 10/10 what's your secret puppo? https://t.co/yToDwVXEpA                                                                             1
Why does this never happen at my front door... 165/150 https://t.co/HmwrdfEfUE                                                                                               1
NAAAAAAA ZAPENYAAAAA MABADI-CHIBAWAAA 12/10 https://t.co/Ny4iM6FDtz                                                                                                          1
This is Keet. He is a Floridian Amukamara. Absolutely epic propeller hat. Pristine tongue. Nice plaid. 10/10 https://t.co/tz1lpuvXLA                                         1
WeRateDogs stickers are here and they're 12/10! Use code "puppers" at checkout 🐶🐾\n\nShop now: https://t.co/k5xsufRKYm https://t.co/ShXk46V13r                               1
Here we have an Azerbaijani Buttermilk named Guss. He sees a demon baby Hitler behind his owner. 10/10 stays alert https://t.co/aeZykWwiJN                                   1
We usually don't rate polar bears but this one seems extra good. Majestic as h*ck. 13/10 would hug for a while https://t.co/TLNexlqzXP                                       1
This is Kial. Kial is either wearing a cape, which would be rad, or flashing us, which would be rude. 10/10 or 4/10 https://t.co/8zcwIoiuqR                                  1
Here we are witnessing a wild field pupper. Lost his wallet in there. Rather unfortunate. 10/10 good luck pup https://t.co/sZy9Co74Bw                                        1
This is Rosie. She was just informed of the walk that's about to happen. Knows there are many a stick along the way. 12/10 such excite https://t.co/sOl7cFaP5X               1
RT @dog_rates: This is Rizzy. She smiles a lot. 12/10 contagious af https://t.co/TU4sZogVIq                                                                                  1
Oh my this spooked me up. We only rate dogs, not happy ghosts. Please send dogs only. It's a very simple premise. Thank you... 13/10 https://t.co/M5Rz0R8SIQ                 1
This is Carll. He wants to be a donkey. But also a soccer star. Dreams big. 10/10 https://t.co/SVpNbhaIMk                                                                    1
Meet Dug. Dug fucken loves peaches. 8/10 https://t.co/JtA1TG21Xx                                                                                                             1
This is Bilbo. He's not emotionally prepared to enter the water. 11/10 don't struggle Bilbo https://t.co/rH9SQgZUnQ                                                          1
This is Spencer. He's part of the Queen's Guard. Takes his job very seriously. 11/10 https://t.co/8W5iSOgXfx                                                                 1
This is Chip. He's a pupholder. Comes with the car. Requires frequent pettings. Shifts for you. 10/10 innovative af https://t.co/hG5WYT9ECn                                  1
Say hello to Sadie. She's a Tortellini Sidewinder. Very jubilant pup. Seems loyal. Leaves on point. 10/10 petable af https://t.co/g2bTu4ayPl                                 1
Large blue dog here. Cool shades. Flipping us off w both hands. Obviously a preteen. 3/10 for rude blue preteen pup https://t.co/mcPd5AFfhA                                  1
This is Jack AKA Stephen Furry. You're not scoring on him. Unless he slips down the slide. 12/10 would happily get blocked by https://t.co/0gOi601EAa                        1
This is Alfie. That is his time machine. He's very proud of it. Without him life as we know it would not exist 11/10 https://t.co/530Yfbl5xo                                 1
This is Jackie. She was all ready to go out, but her friends just cancelled on her. 10/10 hang in there Jackie https://t.co/rVfi6CCidK                                       1
This is Kirby. He's a Beneblip Cumberpat. Pretty heckin rare. 11/10 would put my face against his face https://t.co/fd6uucghY6                                               1
Remarkable dog here. Walks on back legs really well. Looks extra soft. 8/10 would cuddle with https://t.co/gpWLdbposg                                                        1
We only rate dogs. Pls stop sending in non-canines like this Arctic Floof Kangaroo. This is very frustrating. 11/10 https://t.co/qlUDuPoE3d                                  1
This is Romeo. He would like to do an entrance. Requesting your immediate assistance. 13/10 https://t.co/Qh5aEkRQm9                                                          1
Real funny guys. Sending in a pic without a dog in it. Hilarious. We'll rate the rug tho because it's giving off a very good vibe. 11/10 https://t.co/GCD1JccCyi             1
I call this one "A Blep by the Sea" 12/10 https://t.co/EMdnCugNbo                                                                                                            1
@SkyWilliams doggo simply protecting you from evil that which you cannot see. 11/10 would give extra pets                                                                    1
Meet Moe. He's a golden Fetty Woof. Doesn't respect the authorities. Might own a motorhome? 10/10 revolutionary pup https://t.co/JAncIdNp8G                                  1
Meet Gary, Carrie Fisher's dog. Idk what I can say about Gary that reflects the inspirational awesomeness that was Carrie Fisher. 14/10 RIP https://t.co/uBnQTNEeGg          1
This is Bailey. She loves going down slides but is very bad at it. Still 11/10 https://t.co/ivPWhspN3E                                                                       1
When you're presenting a group project and the 4th guy tells the teacher that he did all the work. 10/10 https://t.co/f50mbB4UWS                                             1
This is Edgar. He's a Sassafras Puggleflash. Nothing satisfies him. Not since the war. 10/10 cheer up pup https://t.co/1NgMb9BTWB                                            1
This is Curtis. He's an Albino Haberdasher. Terrified of dandelions. They really spook him up. 10/10 it'll be ok pup https://t.co/s8YcfZrWhK                                 1
This is Nimbus (like the cloud). He just bought this fancy af duck raincoat. Only protects one ear tho. 12/10 so h*ckin floofy https://t.co/SIQbb8c3AU                       1
Meet Stark. He just had his first ice cream cone. Got some on his nose. Requests your assistance. 10/10 would assist https://t.co/YwfN1lbpKA                                 1
This is Jarod. He likes having his belly brushed. Tongue ejects when you hit the right spot. 13/10 downright h*ckin adorable https://t.co/ArnxkyD2kC                         1
Please only send dogs. We don't rate mechanics, no matter how h*ckin good. Thank you... 13/10 would sneak a pat https://t.co/Se5fZ9wp5E                                      1
RT @dog_rates: Meet Terrance. He's being yelled at because he stapled the wrong stuff together. 11/10 hang in there Terrance https://t.co/i…                                 1
Oh my god 10/10 for every little hot dog pupper                                                                                                                              1
This is Koko. Her owner, inspired by Barney, recently built a cart for her to use during walks if she got tired. 13/10 rest easy Koko https://t.co/zeDpnsKX7w                1
This is Charlie. He pouts until he gets to go on the swing. 12/10 manipulative af https://t.co/ilwQqWFKCh                                                                    1
This pups goal was to get all four feet as close to each other as possible. Valiant effort 12/10 https://t.co/2mXALbgBTV                                                     1
Look at this jokester thinking seat belt laws don't apply to him. Great tongue tho 10/10 https://t.co/VFKG1vxGjB                                                             1
Meet Theodore. He's dapper as hell. Probably owns horses. Uses 'summer' as a verb. Often quotes philosophers. 11/10 https://t.co/J3Ld4fRbSy                                  1
This is Moose. He's a Polynesian Floofer. Dapper af. 10/10 would pet diligently https://t.co/mVfqRdppTL                                                                      1
This is Charlie. He's wishing you a very fun and safe St. Pawtrick's Day. 13/10 festive af https://t.co/nFpNgCWWYs                                                           1
Guys, we only rate dogs. This is quite clearly a bulbasaur. Please only send dogs. Thank you... 12/10 human used pet, it's super effective https://t.co/Xc7uj1C64x           1
12/10 stay woke https://t.co/XDiQw4Akiw                                                                                                                                      1
This is Mo. No one will push him around in the grocery cart. He's quite pupset about it. 11/10 I volunteer https://t.co/feNwTq12S5                                           1
This is Zeus. He's downright fabulous. 12/10 https://t.co/sSugyyRuTp                                                                                                         1
Oh h*ck look at this spookling right here. Fright level off the charts. 12/10 sufficiently spooked https://t.co/BNy9IIJMb0                                                   1
"Hello yes could I get one pupper to go please thank you"\nBoth 13/10 https://t.co/kYWcXbluUu                                                                                1
Today, 10/10, should be National Dog Rates Day                                                                                                                               1
He was providing for his family 13/10 how dare you https://t.co/Q8mVwWN3f4                                                                                                   1
This is Jiminus. He's in a tub for some reason. What a jokester. Smh 7/10 churlish af https://t.co/84L4ED9Tpi                                                                1
This is Damon. The newest presidential candidate for 2016. 10/10 he gets my vote https://t.co/Z5nqlfjYJi                                                                     1
Here's a sneak peek of me on spring break. 10/10 so many tired pups these days https://t.co/6aJrjKfNqX                                                                       1
Meet Freddery. He's a Westminster Toblerone. Seems to enjoy car rides. 9/10 would pat on the head approvingly https://t.co/6BS9XEip9a                                        1
This is Tonks. She is a service puppo. Can hear a caterpillar hiccup from 7 miles away. 13/10 would follow anywhere https://t.co/i622ZbWkUp                                  1
This is a Tuscaloosa Alcatraz named Jacob (Yacōb). Loves to sit in swing. Stellar tongue. 11/10 look at his feet https://t.co/2IslQ8ZSc7                                     1
Here's a pupper with a piece of pizza. Two of everybody's favorite things in one photo. 11/10 https://t.co/5USjFjKI7Z                                                        1
This is Liam. He has a particular set of skills. He will look for you, he will find you, and he will kill you. 11/10 https://t.co/uQMFKv1vjn                                 1
This is Chuck. He's a neat dog. Very flexible. Trapped in a glass case of emotion. Devastatingly unfluffy 3/10 https://t.co/YqbU9xHV3p                                       1
Meet Duke. He's an Urban Parmesan. They know he's scared of the green rubber dog. "Why u do dis?" thinks Duke. 10/10 https://t.co/3bim9U5Idr                                 1
Two gorgeous dogs here. Little waddling dog is a rebel. Refuses to look at camera. Must be a preteen. 5/10 &amp; 8/10 https://t.co/YPfw7oahbD                                1
Garden's coming in nice this year. 10/10 https://t.co/5Lra3e4rrw                                                                                                             1
Meet Pupcasso. You can't afford his art. 13/10 talented af https://t.co/f2VUpy4WO0                                                                                           1
Unique dog here. Oddly shaped tail. Long pink front legs. I don't think dogs breath underwater sos. 4/10 bad owner https://t.co/0EJXxE9UxW                                   1
RT @rolltidered: This is Gabby. Now requests to be referred to as a guide dog, thanks to @dog_rates and @ShopWeRateDogs. 12/10 in my book.…                                  1
This is Ron. Ron's currently experiencing a brain freeze. Damn it Ron. 8/10 https://t.co/4ilfcR5SlK                                                                          1
"I'm bathing the children what do you want?"  ...both 10/10 https://t.co/Rizm1LWh4z                                                                                          1
This is Craig. That's actually a normal sized fence he's stuck on. H*ckin massive pupper. 11/10 someone help him https://t.co/aAUXzoxaBy                                     1
This is Marlee. She fetched a flower and immediately requested that it be placed behind her ear. 12/10 elegant af https://t.co/nJztIEON5s                                    1
This is Michelangelope. He's half coffee cup. Rare af. 12/10 would hug until someone stopped me https://t.co/tvVDY0G911                                                      1
Evolution of a pupper yawn featuring Max. 12/10 groundbreaking stuff https://t.co/t8Y4x9DmVD                                                                                 1
Meet Milky. She has no idea what happened. Just as pupset as you. Perhaps a sheep exploded. Even offered to help clean. 12/10 very good girl https://t.co/g8vpXFzw29         1
The squad is back for St. Patrick's Day! ☘ 💚\n13/10 for all https://t.co/OcCDb2bng5                                                                                          1
This is Richie and Plip. They are the best of pals. Do everything together. 10/10 for both https://t.co/KMdwNgONkV                                                           1
Meet Naphaniel. He doesn't necessarily enjoy his day job, but he's damn good at it. 10/10 https://t.co/xoRWyQTcmy                                                            1
This is Cupid. He was found in the trash. Now he's well on his way to prosthetic front legs and a long happy doggo life. 13/10 heroic af https://t.co/WS0Gha8vRh             1
Neat pup here. Enjoys lettuce. Long af ears. Short lil legs. Hops surprisingly high for dog. 9/10 still very petable https://t.co/HYR611wiA4                                 1
Here is a heartbreaking scene of an incredible pupper being laid to rest. 10/10 RIP pupper https://t.co/81mvJ0rGRu                                                           1
He's doing his best. 12/10 very impressive that he got his license in the first place  https://t.co/2vRmkkOLcN                                                               1
Meet Calvin. He's proof that degrees mean absolutely nothing. 8/10 straighten up pup https://t.co/NIvxgSQ9BS                                                                 1
Meet Darby. He's a Fiscal Tutankhamen Waxbeard. Really likes steak. 7/10 https://t.co/rSndxTL0Ap                                                                             1
This is Bernie. He's taking his Halloween costume very seriously. Wants to be baked. 3/10 not a good idea Bernie smh https://t.co/1zBp1moFlX                                 1
We. Only. Rate. Dogs. Do not send in other things like this fluffy floor shark clearly ready to attack. Get it together guys... 12/10 https://t.co/BZHiKx3FpQ                1
SHE MISPLACED HER HOOMAN 13/10 MISTAKES HAPPEN https://t.co/ngAxYLVYHP                                                                                                       1
This is Skye. He is a Bretwaldian Altostratus. Not amused at all. Just saved small dog from avalanche. 10/10 hero af https://t.co/XmCvma01fF                                 1
Incredibly rare dog here. Good at bipedalism. Rad blue spikes. Ready to dance. 11/10 https://t.co/70X1TIXn38                                                                 1
This is Chester. He's clearly in charge of the other dogs. Weird ass paws. Not fit for fetch. 6/10 would still pet https://t.co/o2GvskrhHt                                   1
RT @dog_rates: This is Peaches. She's the ultimate selfie sidekick. Super sneaky tongue slip appreciated. 13/10 https://t.co/pbKOesr8Tg                                      1
This is Atticus. He's quite simply America af. 1776/10 https://t.co/GRXwMxLBkh                                                                                               1
This is Huxley. He's pumped for #BarkWeek. Even has a hat. Ears are quite magical. 11/10 would remove hat to pat https://t.co/V7h5NMYbYz                                     1
Meet Scooter. He's experiencing the pupper equivalent of dropping ur phone in a toilet 10/10 put it in some rice pup https://t.co/JSmX1FIEaW                                 1
This is Loomis. He's the leader of the Kenneth search party. The passion is almost overwhelming. 12/10 one day he will be free https://t.co/kCRKlFg4AY                       1
This is Jeffrie. He's a handheld pup. Excellent ears. Super fluffy. 10/10 overall topnotch canine https://t.co/SWnrQAFOtt                                                    1
This is Kulet. She's very proud of the flower she picked. Loves it dearly. 10/10 now I want a flower https://t.co/myUUwqJIs7                                                 1
RT @dog_rates: This a Norwegian Pewterschmidt named Tickles. Ears for days. 12/10 I care deeply for Tickles https://t.co/0aDF62KVP7                                          1
This is Tobi. She is properly fetching her shot. H*ckin nifty af bandana. 13/10 would send fully armed battalion to remind her of my love https://t.co/3FIqvumEXE            1
This is Steve. He was just relaxing in hot tub when he was intruded upon. 8/10 poor little pup https://t.co/EPq0MRAraJ                                                       1
This is Carl. He likes to dance. Doesn't care what you think about it. 13/10 h*ckin confident pup https://t.co/C2zHcNIu4I                                                    1
This is Ulysses. He likes holding hands and his eyes are magic. 11/10 https://t.co/gPmJHmtgak                                                                                1
This is Ellie. She requests to be carried around in a lacrosse stick at all times. 11/10 impossible to say no https://t.co/15yCmd43zU                                        1
Say hello to Nala. She's a Freckled High Bruschetta. Petable af. 12/10 https://t.co/5bjrIRqByp                                                                               1
Breathtaking scene. A father taking care of his newborn pup. Tugs at the heartstrings. 10/10 restores my faith https://t.co/06oZdehGEa                                       1
Viewer discretion advised. This is Jimbo. He will rip ur finger right h*ckin off. Other dog clearly an accessory. 12/10 pls pet with caution https://t.co/BuveP0uMF1         1
This is Axel. He's a professional leaf catcher. 12/10 gifted af https://t.co/P8bgOMMTRs                                                                                      1
This is Jo. Jo is a Swedish Queso. Tongue bigger than face. Tiny lil legs. Still no seatbelt. Simply careless. 8/10 https://t.co/Edy7B5vOp2                                  1
Atlas is back and this time he's got doggles. Still 13/10 solarly conscious af https://t.co/s7MgFWDySc                                                                       1
This is Franq and Pablo. They're working hard getting ready for Christmas. 12/10 for both. Amazing pups https://t.co/8lKFBOQ2J5                                              1
RT @dog_rates: This is Bungalo. She uses that face to get what she wants. It works unbelievably well. 12/10 would never say no to https://t…                                 1
This is Sammy. Her tongue ejects without warning sometimes. It's a serious condition. Needs a hefty dose from a BlepiPen. 13/10 https://t.co/g20EmqK7vc                      1
Here are my favorite #dogsatpollingstations \nMost voted for a more consistent walking schedule and to increase daily pats tenfold. All 13/10 https://t.co/17FVMl4VZ5        1
This is Calvin. He just loves America so much. 10/10 would roll around in flag with https://t.co/RXdzWaCQHm                                                                  1
Here's a puppo that seems to be on the fence about something haha no but seriously someone help her. 13/10 https://t.co/BxvuXk0UCm                                           1
Special dog here. Pretty big. Neck kinda long for dog. Cool spots. Must be a Dalmatian variant. 6/10 would still pet https://t.co/f8GXeDbFzu                                 1
This is Mia. She was specifically told not get on top of the hutch or play in the fridge. 10/10 what a rebel https://t.co/3J7wkwW4FG                                         1
This is Berb. He just found out that they have made 31 Kidz Bop CD's. Downright terrifying. 7/10 hang in there Berb https://t.co/CIFLjiTFwZ                                  1
This is Aspen. He's astronomically fluffy. I wouldn't stop petting this dog if the world was ending around me 11/10 https://t.co/oBlgL9nxpx                                  1
Say hello to Moofasa. He must be a powerful dog. Fenced in for your protection. Just got his ear pierced. 6/10 https://t.co/w6fRfQ3RXD                                       1
This a Norwegian Pewterschmidt named Tickles. Ears for days. 12/10 I care deeply for Tickles https://t.co/0aDF62KVP7                                                         1
This is Stuart. He's sporting his favorite fanny pack. Secretly filled with bones only. 13/10 puppared puppo #BarkWeek https://t.co/y70o6h3isq                               1
This is Juno. She spooked me up real good, but only to get my attention. Above average handwriting for a dog I think. 11/10 https://t.co/hFxxBCWlwj                          1
"🎶 DO YOU BELIEVE IN LIFE AFTER LOVE 🎶"\n11/10 https://t.co/URNs5zFskc                                                                                                       1
Happy Friday. Here's some golden puppers. 12/10 for all https://t.co/wNkqAED6lG                                                                                              1
This is Ozzie. He was doing fine until he lost traction in those festive socks. Now he's tired. 9/10 still killin it https://t.co/u4FYdIRKnY                                 1
This is Lola. She's a Butternut Splishnsplash. They are known to be ferocious af. 12/10 would absolutely still pet https://t.co/adQt5a6TZU                                   1
You need to watch these two doggos argue through a cat door. Both 11/10 https://t.co/qEP31epKEV                                                                              1
This is Teddy. His head is too heavy. 13/10 (vid by @jooanrim) https://t.co/sRUpRpGZ3y                                                                                       1
RT @dog_rates: This little fella really hates stairs. Prefers bush. 13/10 legendary pupper https://t.co/e3LPMAHj7p                                                           1
This is Bronte. She's fairly h*ckin aerodynamic. Also patiently waiting for mom to make her a main character. 13/10 would be an honor to pet https://t.co/w1MQWO2PET         1
This is Mac. His dad's probably a lawyer. 11/10 https://t.co/mjC0QpXGum                                                                                                      1
@serial @MrRoles OH MY GOD I listened to all of season 1 during a single road trip. I love you guys! I can confirm Bernie's 12/10 rating :)                                  1
Here we have an exotic dog. Good at ukulele. Fashionable af. Has two more arms if needed. Is blue. Knows what 'ohana means. 13/10 would pet https://t.co/gEsymGTXCT          1
This dude slaps your girl's ass what do you do?\n5/10 https://t.co/6dioUL6gcP                                                                                                1
@HistoryInPics 13/10                                                                                                                                                         1
This is Tycho. She just had new wheels installed. About to do a zoom. 0-60 in 2.4 seconds. 13/10 inspirational as h*ck https://t.co/DKwp2ByMsL                               1
Here we see really big dog cuddling smaller dog. Very touching. True friendship. 10/10s would pet both at once https://t.co/A6XnvxHiUQ                                       1
This is Scout. Her batteries are low. 12/10 precious af https://t.co/ov05LIoQJX                                                                                              1
Contortionist pup here. Inside pentagram. Clearly worships Satan. Known to slowly push fragile stuff off tables 6/10 https://t.co/EX9oR55VMe                                 1
I HEARD HE TIED HIS OWN BOWTIE MARK AND HE JUST WANTS TO SAY HI AND MAYBE A NOGGIN PAT SHOW SOME RESPECT 13/10 https://t.co/5BEjzT2Tth                                       1
HEY PUP WHAT'S THE PART OF THE HUMAN BODY THAT CONNECTS THE FOOT AND THE LEG? 11/10 so smart https://t.co/XQ1tRUmO3z                                                         1
Stop sending in lobsters. This is the final warning. We only rate dogs. Thank you... 9/10 https://t.co/B9ZXXKJYNx                                                            1
This is Bob. He's a Juniper Fitzsimmons. His body is 2, but his face is 85. Always looks miserable. Nice stool. 8/10 https://t.co/vYe9RlVz2N                                 1
Meet Snickers. He's adorable. Also comes in t-shirt mode. 12/10 I would aggressively caress Snickers https://t.co/aCRKDaFmVr                                                 1
This is Tessa. She is also very pleased after finally meeting her biological father. 10/10 https://t.co/qDS1aCqppv                                                           1
This was Cindy's face when she heard Susan forgot the snacks for after the kid's soccer game. 11/10 https://t.co/gzkuVGRgAD                                                  1
This is Juno. She can see your future. 12/10 h*ckin mesmerizing af https://t.co/Z69mShifuk                                                                                   1
This is Mister. He only wears the most fashionable af headwear. 11/10 h*ckin stylish https://t.co/BXJFKOVnJm                                                                 1
This is Rosie. She has a snazzy bow tie and a fin for a tail. Probably super fast underwater. Cool socks 10/10 https://t.co/GO76MdGBs0                                       1
This is Jazzy. She just found out that sandwich wasn't for her. Shocked and puppalled. 13/10 deep breaths Jazzy https://t.co/52cItP0vIO                                      1
This is Herm. He just wants to be like the other dogs. Sneaky tongue slip. Super fuzzy. 9/10 would cuddle firmly https://t.co/tg8h9lzCHv                                     1
This is Kirk. He just saw a bacon wrapped tennis ball and literally died. So sad. 12/10 RIP Kirk https://t.co/0twoigv5jP                                                     1
This is Napolean. He's a Raggedy East Nicaraguan Zoom Zoom. Runs on one leg. Built for deception. No eyes. Good with kids. 12/10 great doggo https://t.co/PR7B7w1rUw         1
This is Cilantro. She's a Fellation Gadzooks. Eyes are super magical af. 12/10 could get lost in https://t.co/yJ26LNuyj5                                                     1
This is Pete. He has no eyes. Needs a guide doggo. Also appears to be considerably fluffy af. 12/10 would hug softly https://t.co/Xc0gyovCtK                                 1
Two miniature golden retrievers here. Webbed paws. Don't walk very efficiently. Can't catch a tennis ball. 4/10s https://t.co/WzVLdSHJU7                                     1
This is all I want in my life. 12/10 for super sleepy pupper https://t.co/4RlLA5ObMh                                                                                         1
Hopefully this puppo on a swing will help get you through your Monday. 11/10 would push https://t.co/G54yClasz2                                                              1
This is Trevith. He's a Swiss Mountain Roadwoof. Breeze too powerful. 9/10 stay strong pupper https://t.co/6J8Ibwy1X6                                                        1
Say hello to Quinn. She's quite the goofball. Not even a year old. Confirmed 13/10 but she really needs your help \n\nhttps://t.co/MOBkQnyHib https://t.co/EsOB4rLEKt        1
This is Klevin. He's addicted to sandwiches (yes a hotdog is a sandwich fight me) It's tearing his family apart 9/10 https://t.co/7BkkVNu5pd                                 1
PUPDATE: I'm proud to announce that Toby is 236 days sober. Pupgraded to a 13/10. We're all very proud of you, Toby https://t.co/a5OaJeRl9B                                  1
Say hello to Samson. He's a Firecracker Häagen-Dazs. 11/10 objects in mirror may be more petable than they appear https://t.co/03vR9dn7jy                                    1
These two pirates crashed their ship and don't know what to do now. Very irresponsible of them. Both 9/10 https://t.co/RJvUjgGH5z                                            1
Ok, I'll admit this is a pretty adorable bunny hopping towards the ocean but please only send in dogs... 11/10 https://t.co/sfsVCGIipI                                       1
This is Rose. Her face is stuck like that. 11/10 would pet so heckin well https://t.co/tl3gNYdoq2                                                                            1
This is Odie. He falls asleep wherever he wants. Must be nice. 10/10 https://t.co/M9BXCSDVjh                                                                                 1
This is Jiminy. He has always wanted to be a cheerleader. Can jump high enough to get on other dog. Go Jiminy. 9/10 https://t.co/fW6kIPFGD2                                  1
This is space pup. He's very confused. Tries to moonwalk at one point. Super spiffy uniform. 13/10 I love space pup https://t.co/SfPQ2KeLdq                                  1
This is Bungalo. She uses that face to get what she wants. It works unbelievably well. 12/10 would never say no to https://t.co/0Fcft7jl4N                                   1
This is Grey. He's the dogtor in charge of your checkpup today. 12/10 I'd never miss an appointment https://t.co/9HEVPJEioD                                                  1
This is Rizzo. He has many talents. A true renaissance doggo. 13/10 entertaining af https://t.co/TVXpEJB7Wn                                                                  1
This is Cannon. He just heard something behind him. Fr*ckin frightened af. 12/10 don't look back just run https://t.co/WTPBWT6Ux1                                            1
10/10 for dog. 7/10 for cat. 12/10 for human. Much skill. Would pet all https://t.co/uhx5gfpx5k                                                                              1
This is Shooter. He's doing quite the snowy zoom. 12/10 https://t.co/lHy4Xbyhd9                                                                                              1
This is Kreggory. He just took a look at his student debt. 10/10 can't even comprehend it https://t.co/XTsZTgilnT                                                            1
RT @dog_rates: This is Sampson. He just graduated. Ready to be a doggo now. Time for the real world. 12/10 have fun with taxes https://t.co…                                 1
This is a purebred Piers Morgan. Loves to Netflix and chill. Always looks like he forgot to unplug the iron. 6/10 https://t.co/DWnyCjf2mx                                    1
Here is a Siberian heavily armored polar bear mix. Strong owner. 10/10 I would do unspeakable things to pet this dog https://t.co/rdivxLiqEt                                 1
I can't tap the screen to make the hearts appear fast enough. 10/10 for the source of all future unproductiveness https://t.co/wOhuABgj6I                                    1
This is Layla. She's giving you a standing ovation.13/10 just magnificent (vid by @CSBrzezinski) https://t.co/KxYXHUHUi2                                                     1
I've never wanted to go to a camp more in my entire life. 12/10 for all on board https://t.co/wJZlpGFEbD                                                                     1
Say hello to Blakely. He thinks that's a hat. Silly pupper. That's a nanner. 9/10 https://t.co/UwOV1jqKRt                                                                    1
This is Oliver. He does toe touches in his sleep. 13/10 precious af https://t.co/3BrRIWjG35                                                                                  1
When you keepin the popcorn bucket in your lap and she reach for some... 10/10 https://t.co/a1IrjaID3X                                                                       1
Your favorite squad is looking extra h*ckin spooky today. 13/10 for all https://t.co/PrgvOyPtDT                                                                              1
This is Alfie. He's touching a butt. Couldn't be happier. 11/10 https://t.co/gx3xF5mZbo                                                                                      1
This is Cash. He's officially given pup on today. 12/10 frighteningly relatable https://t.co/m0hrATIEyw                                                                      1
This is Buddy. He ran into a glass door once. Now he's h*ckin skeptical. 13/10 empowering af (vid by Brittany Gaunt) https://t.co/q2BgNIi3OA                                 1
This is Dex. He can see into your past and future. Mesmerizing af 11/10 https://t.co/0dYI0Cpdge                                                                              1
This is Bloop. He's a Phoenician Winnebago. Tongue is just wow. That box is all he has (tragic). 12/10 would caress https://t.co/DWNrPPXgHA                                  1
We only rate dogs. Pls stop sending non-canines like this Bulgarian Eyeless Porch Bear. This is unacceptable... 9/10 https://t.co/2yctWAUZ3Z                                 1
We only rate dogs. Pls stop sending in non-canines like this Slovak Car Bunny. It makes my job very difficult. 11/10 https://t.co/VflvQLH2y5                                 1
Those are sunglasses and a jean jacket. 11/10 dog cool af https://t.co/uHXrPkUEyl                                                                                            1
This is Lincoln. He forgot to use his blinker when he changed lanes just now. Guilty as h*ck. Still 10/10 https://t.co/lsrR83SiVp                                            1
This is Gunner. He's a Figamus Newton. King of the peek-a-boo. Cool jeans. 11/10 https://t.co/ONuBILIYXZ                                                                     1
This is Bloo. He's a Westminster Cîroc. Doesn't think Bart deserves legs. Nice flowers. 8/10 https://t.co/IAc1QCczMc                                                         1
Meet Doobert. He's a deaf doggo. Didn't stop him on the field tho. Absolute legend today. 14/10 would pat head approvingly https://t.co/iCk7zstRA9                           1
This is Rueben. He has reached ultimate pupper zen state. 11/10 tranquil af https://t.co/Z167HgtnBi                                                                          1
This is Rinna. She's melting. 10/10 get inside pupper https://t.co/PA0czwucsb                                                                                                1
Say hello to Griffin. He's upset because his costume for Halloween didn't arrive until today. 9/10 cheer up pup https://t.co/eoBCjSFajX                                      1
Meet Benji. He just turned 1. Has already given up on a traditional pupper physique. Just inhaled that thing. 9/10 https://t.co/sLUC4th3Zj                                   1
Prosperous good boy 13/10 socioeconomic af https://t.co/8YlD5lxPbQ                                                                                                           1
Heartwarming scene here. Son reuniting w father after coming home from deployment. Very moving. 10/10 for both pups https://t.co/95JJevQOWW                                  1
This is Brudge. He's a Doberdog. Going to be h*ckin massive one day. 11/10 would pat on head approvingly https://t.co/cTlHjEUNK8                                             1
This is Ralphé. He patrols the lake. Looking for babes. 11/10 https://t.co/Pb6iMmo0wk                                                                                        1
I promise this wasn't meant to be a cuteness overload account but ermergerd look at this cozy pupper. 13/10 https://t.co/mpQl2rJjDh                                          1
@mount_alex3 13/10                                                                                                                                                           1
I'm not sure what this dog is doing but it's pretty inspirational. 12/10 https://t.co/4Kn9GEHXiE                                                                             1
This is Phineas. He's a magical dog. Only appears through the hole of a donut. 10/10 mysterious pup https://t.co/NECxEHN5YU                                                  1
This is George. He's upset that the 4th of July isn't everyday. 11/10 https://t.co/wImU0jdx3E                                                                                1
This dog gave up mid jump. 9/10 https://t.co/KmMv3Y2zI8                                                                                                                      1
This is Bobby. He doesn't give a damn about personal space. Convinced he called shotgun first. 4/10 not the best dog https://t.co/b8XW69gSaU                                 1
Everybody look at this beautiful pupper 13/10 https://t.co/hyAC5Hq9GC                                                                                                        1
When you're having a great time sleeping and your mom comes in and turns on the lights. 10/10 https://t.co/6qYd6BNSPd                                                        1
This is Titan. He's trying to make friends. Offering up his favorite stick. 13/10 philanthropic af https://t.co/vhrkz0dK4v                                                   1
This is one of the most reckless puppers I've ever seen. How she got a license in the first place is beyond me. 6/10 https://t.co/z5bAdtn9kd                                 1
Meet Gordon. He's an asshole. 9/10 would still pet https://t.co/a34N7QwKbb                                                                                                   1
This is Dexter. He breaks hearts for a living. 11/10 h*ckin handsome af https://t.co/4DhSsC1W7S                                                                              1
What a dog to start the day with. Very calm. Likes to chill by pond. Corkscrews sticking out of head. Obedient. 7/10 https://t.co/0nIxPTDWAZ                                 1
This is Margo. She just dug pup a massive hole. Can't wait for you to see it. H*ckin proud of herself. 12/10 would forgive then pet https://t.co/H38HB6rBTx                  1
Pupper butt 1, Doggo 0. Both 12/10 https://t.co/WQvcPEpH2u                                                                                                                   1
Meet Phred. He isn't steering, looking at the road, or wearing a seatbelt. Phred is a rolling tornado of danger 6/10 https://t.co/mZD7Bo7HfV                                 1
*screeches for a sec and then faints* 12/10 https://t.co/N5QL4ySBEx                                                                                                          1
Please stop sending it pictures that don't even have a doggo or pupper in them. Churlish af. 5/10 neat couch tho https://t.co/u2c9c7qSg8                                     1
This is Harlso. He has a really good idea but isn't sure you're going to like it. 13/10 he'll just keep it to himself https://t.co/IzcaR3Nqyn                                1
Please pray for this pupper. Nothing wrong with her she just can't stop getting hit with banana peels. 11/10 https://t.co/8sdVenUAqr                                         1
RT @dog_rates: This is Bo. He's a Benedoop Cumbersnatch. Seems frustrated with own feet. Portable as hell. 11/10 very solid pupper https://…                                 1
@bragg6of8 @Andy_Pace_ we are still looking for the first 15/10                                                                                                              1
This is one of the most inspirational stories I've ever come across. I have no words. 14/10 for both doggo and owner https://t.co/I5ld3eKD5k                                 1
RT @dog_rates: Meet Sunny. He can take down a polar bear in one fell swoop. Fr*cken deadly af. 13/10 would pet with caution https://t.co/EM…                                 1
Here are two lil cuddly puppers. Both 12/10 would snug like so much https://t.co/zO4eb7C4tG                                                                                  1
This is Cheesy. It's her birthday. She's patiently waiting to eat her party muffin. 9/10 happy birthday pup https://t.co/cH2H7mch2H                                          1
This is Moreton. He's the Good Boy Who Lived. 13/10 magical as h*ck https://t.co/rLHGx3VAF3                                                                                  1
This is Dawn. She's just checking pup on you. Making sure you're doing okay. 12/10 she's here if you need her https://t.co/XKJrmO4fAQ                                        1
This is Duddles. He did an attempt. 13/10 someone help him (vid by Georgia Felici) https://t.co/UDT7ZkcTgY                                                                   1
Teagan reads entire books in store so they're free. Loved 50 Shades of Grey (how dare I make that joke so late) 9/10 https://t.co/l46jwv5WYv                                 1
Ladies and gentlemen... I found Pipsy. He may have changed his name to Pablo, but he never changed his love for the sea. Pupgraded to 14/10 https://t.co/lVU5GyNFen          1
This is Christoper. He is a spotted Penne. Can easily navigate stairs. 8/10 https://t.co/bg4TqvvkuF                                                                          1
This is Duke. He permanently looks like he just tripped over something. 11/10 https://t.co/1sNtG7GgiO                                                                        1
This is Scruffers. He's being violated on multiple levels and is not happy about it. 9/10 hang in there Scruffers https://t.co/nLQoltwEZ7                                    1
This is Lacy. She's tipping her hat to you. Daydreams of her life back on the frontier. 11/10 would pet so well https://t.co/fG5Pk3Et1I                                      1
This is Davey. He'll have your daughter home by 8. Just a stand up pup. 11/10 would introduce to mom https://t.co/E6bGWf9EOm                                                 1
Never doubt a doggo 14/10 https://t.co/AbBLh2FZCH                                                                                                                            1
This is Dave. He passed the h*ck out. It's barely the afternoon on a Thursday, Dave. Get it together. Still 11/10 would boop mid-snooze https://t.co/Eme9Uar6v2              1
This is Luna. It's her first time outside and a bee stung her nose. Completely h*ckin uncalled for. 13/10 where's the bee I just wanna talk https://t.co/2RYiLGHuPN          1
Cool dog. Enjoys couch. Low monotone bark. Very nice kicks. Pisses milk (must be rare). Can't go down stairs. 4/10 https://t.co/vXMKrJC81s                                   1
.@NBCSports OMG THE TINY HAT I'M GOING TO HAVE TO SAY 11/10 NBC                                                                                                              1
I'm sure you've all seen this pupper. Not prepared at all for the flying disc of terror. 10/10 https://t.co/G0pQiFGM7O                                                       1
This is Oakley. He just got yelled at for going 46 in a 45. Churlish af. 11/10 would still pet so well https://t.co/xIYsa6LPA4                                               1
@xianmcguire @Jenna_Marbles Kardashians wouldn't be famous if as a society we didn't place enormous value on what they do. The dogs are very deserving of their 14/10        1
This is Bear. He went outside to play in the snow. Needed a break from the game. Feeling a tad better now. 12/10  deep breaths Bear https://t.co/7WFLKli2T3                  1
This is Dexter. He just got some big news. 10/10 https://t.co/CbvCUE6PFI                                                                                                     1
Merry Christmas. My gift to you is this tiny unicorn running into a wall in slow motion. 11/10 https://t.co/UKqIAnR3He                                                       1
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https://twitter.com/dog_rates/status/686606069955735556/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://vine.co/v/ijmv0PD0XXD                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      1
https://twitter.com/dog_rates/status/680206703334408192/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/846514051647705089/photo/1,https://twitter.com/dog_rates/status/846514051647705089/photo/1,https://twitter.com/dog_rates/status/846514051647705089/photo/1                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/886053434075471873,https://twitter.com/dog_rates/status/886053434075471873                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/860276583193509888/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/688894073864884227/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/744234799360020481/video/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/668496999348633600/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/886983233522544640/photo/1,https://twitter.com/dog_rates/status/886983233522544640/photo/1                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/745314880350101504/photo/1,https://twitter.com/dog_rates/status/745314880350101504/photo/1,https://twitter.com/dog_rates/status/745314880350101504/photo/1,https://twitter.com/dog_rates/status/745314880350101504/photo/1                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/824663926340194305/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/808733504066486276/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/699423671849451520/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/692017291282812928/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/815966073409433600/video/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/676263575653122048/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/695446424020918272/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/666273097616637952/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/719332531645071360/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/688789766343622656/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/880935762899988482/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/715680795826982913/photo/1,https://twitter.com/dog_rates/status/715680795826982913/photo/1,https://twitter.com/dog_rates/status/715680795826982913/photo/1                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/667534815156183040/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/674051556661161984/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/778748913645780993/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/861288531465048066/video/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/677314812125323265/photo/1,https://twitter.com/dog_rates/status/677314812125323265/photo/1                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/681193455364796417/photo/1,https://twitter.com/dog_rates/status/681193455364796417/photo/1                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/jon_hill987/status/757597141099548672/photo/1,https://twitter.com/jon_hill987/status/757597141099548672/photo/1                                                                                                                                                                                                                                                                                                                                                                                                1
https://twitter.com/dog_rates/status/802572683846291456/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/795400264262053889/photo/1,https://twitter.com/dog_rates/status/795400264262053889/photo/1,https://twitter.com/dog_rates/status/795400264262053889/photo/1,https://twitter.com/dog_rates/status/795400264262053889/photo/1                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/765719909049503744/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/674800520222154752/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/883482846933004288/photo/1,https://twitter.com/dog_rates/status/883482846933004288/photo/1                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/759793422261743616/photo/1,https://twitter.com/dog_rates/status/759793422261743616/photo/1                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/783334639985389568/photo/1,https://twitter.com/dog_rates/status/783334639985389568/photo/1,https://twitter.com/dog_rates/status/783334639985389568/photo/1,https://twitter.com/dog_rates/status/783334639985389568/photo/1,https://twitter.com/dog_rates/status/783334639985389568/photo/1,https://twitter.com/dog_rates/status/783334639985389568/photo/1                                                                                                                                    1
https://twitter.com/KibaDva/status/838905980628819968/photo/1,https://twitter.com/KibaDva/status/838905980628819968/photo/1,https://twitter.com/KibaDva/status/838905980628819968/photo/1,https://twitter.com/KibaDva/status/838905980628819968/photo/1                                                                                                                                                                                                                                                                            1
https://twitter.com/dog_rates/status/674410619106390016/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/679844490799091713/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/728986383096946689/photo/1,https://twitter.com/dog_rates/status/728986383096946689/photo/1                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/667549055577362432/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/697482927769255936/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/704364645503647744/photo/1,https://twitter.com/dog_rates/status/704364645503647744/photo/1                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/760190180481531904/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/697596423848730625/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/770414278348247044/photo/1                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
Name: expanded_urls, dtype: int64
In [34]:
twitter_archive['rating_numerator'].value_counts()
Out[34]:
12      558
11      464
10      461
13      351
9       158
8       102
7        55
14       54
5        37
6        32
3        19
4        17
1         9
2         9
420       2
0         2
15        2
75        2
80        1
20        1
24        1
26        1
44        1
50        1
60        1
165       1
84        1
88        1
144       1
182       1
143       1
666       1
960       1
1776      1
17        1
27        1
45        1
99        1
121       1
204       1
Name: rating_numerator, dtype: int64
In [35]:
twitter_archive['rating_denominator'].value_counts()
Out[35]:
10     2333
11        3
50        3
80        2
20        2
2         1
16        1
40        1
70        1
15        1
90        1
110       1
120       1
130       1
150       1
170       1
7         1
0         1
Name: rating_denominator, dtype: int64
In [36]:
twitter_archive['name'].value_counts()
Out[36]:
None              745
a                  55
Charlie            12
Oliver             11
Cooper             11
Lucy               11
Lola               10
Penny              10
Tucker             10
Winston             9
Bo                  9
Sadie               8
the                 8
an                  7
Bailey              7
Toby                7
Buddy               7
Daisy               7
Oscar               6
Dave                6
Rusty               6
Milo                6
Leo                 6
Koda                6
Stanley             6
Bella               6
Jack                6
Jax                 6
Scout               6
very                5
Bentley             5
Sunny               5
Chester             5
Sammy               5
Alfie               5
Phil                5
Gus                 5
Louis               5
Finn                5
George              5
Oakley              5
Larry               5
Reggie              4
Sampson             4
Brody               4
Maggie              4
Walter              4
Sophie              4
Jerry               4
Loki                4
Archie              4
Scooter             4
Derek               4
Maddie              4
Carl                4
one                 4
just                4
Boomer              4
Reginald            4
Bruce               4
Riley               4
Clark               4
Jeffrey             4
Clarence            4
Gary                4
Cassie              4
Gerald              4
Maximus             4
Dexter              4
Shadow              4
Moose               4
Luna                4
Winnie              4
Hank                4
Beau                4
quite               4
Ruby                4
Bear                4
Chip                4
Duke                4
Doug                3
Coco                3
Frankie             3
Arnie               3
Klevin              3
Samson              3
Lorenzo             3
Wyatt               3
Nala                3
Rory                3
Lily                3
Rosie               3
Vincent             3
Waffles             3
Zeke                3
Kyle                3
Reese               3
Gizmo               3
Zoey                3
Peaches             3
Max                 3
Paisley             3
Otis                3
Malcolm             3
Wallace             3
Jimothy             3
Olive               3
Calvin              3
Earl                3
Sebastian           3
Steven              3
Colby               3
Ted                 3
Mia                 3
Louie               3
Wilson              3
Ellie               3
Axel                2
Rizzy               2
Chelsea             2
Rubio               2
Jamesy              2
Jesse               2
Smokey              2
Finley              2
Leela               2
Luca                2
Logan               2
Roosevelt           2
Hercules            2
Butter              2
Lennon              2
Layla               2
Bernie              2
Lincoln             2
Ash                 2
Sam                 2
Fizz                2
Atlas               2
Alice               2
Oliviér             2
Jimison             2
Titan               2
Tyrone              2
Kirby               2
Kyro                2
Rocky               2
Romeo               2
Cody                2
Franklin            2
Anakin              2
Herm                2
Bell                2
Maxaroni            2
Meyer               2
Happy               2
Pipsy               2
Gromit              2
Herald              2
Bob                 2
Opal                2
Baxter              2
Kevin               2
Fred                2
Keurig              2
Sarge               2
Astrid              2
Jackson             2
Eve                 2
Brad                2
Lou                 2
Raymond             2
Churlie             2
Levi                2
Dakota              2
Dash                2
Wally               2
Kreg                2
Bungalo             2
Philbert            2
Emmy                2
Percy               2
Watson              2
Chuckles            2
Piper               2
Cash                2
Aspen               2
Sugar               2
Neptune             2
Misty               2
not                 2
Juno                2
Olivia              2
Trooper             2
Mister              2
Elliot              2
Moe                 2
actually            2
Nelly               2
Rocco               2
Belle               2
Marley              2
Chipson             2
Linda               2
Betty               2
Albus               2
Moreton             2
Jeph                2
Sierra              2
Ken                 2
Patrick             2
Bisquick            2
Benedict            2
Remington           2
Fiona               2
Kenneth             2
Crystal             2
Nollie              2
Thumas              2
Sansa               2
Doc                 2
Penelope            2
Ollie               2
Phred               2
Django              2
Griffin             2
Stubert             2
Balto               2
Kilo                2
Atticus             2
Klein               2
Eli                 2
Solomon             2
Phineas             2
Jiminy              2
Kenny               2
Shaggy              2
Lenny               2
Charles             2
Lilly               2
Chompsky            2
Albert              2
Terrance            2
Paull               2
Coops               2
Hobbes              2
Pablo               2
Quinn               2
Ozzy                2
Ava                 2
Bubbles             2
Terry               2
Cupcake             2
Pippa               2
Harper              2
CeCe                2
Kreggory            2
Benji               2
Rufus               2
Gabe                2
Oshie               2
Flávio              2
Yogi                2
Chet                2
Pickles             2
Baloo               2
Blitz               2
Frank               2
mad                 2
Carly               2
Stephan             2
Sandy               2
Timison             2
Mattie              2
Davey               2
Calbert             2
Cali                2
Herschel            2
getting             2
Harold              2
Indie               2
Seamus              2
Curtis              2
Theodore            2
Panda               2
Abby                2
Hammond             2
Dawn                2
Canela              2
Gidget              2
Hunter              2
Odie                2
Tyr                 2
Hurley              2
Keith               2
Laika               1
Mojo                1
Acro                1
Norman              1
Wafer               1
Sage                1
Harvey              1
Dale                1
Naphaniel           1
Kirk                1
Maya                1
Remy                1
Ralphus             1
Snicku              1
Stu                 1
Hermione            1
Maxwell             1
Cleopatricia        1
Suki                1
Oddie               1
Opie                1
Odin                1
Fabio               1
Divine              1
Spencer             1
Iggy                1
Bruno               1
Jordy               1
Jiminus             1
Corey               1
Brutus              1
Kaiya               1
Geoff               1
Donny               1
Jangle              1
Spark               1
Ike                 1
Dug                 1
Alexander           1
Barry               1
Lambeau             1
Andy                1
Remus               1
Dwight              1
Superpup            1
Filup               1
Moofasa             1
Iroh                1
DonDon              1
Clarkus             1
Dudley              1
Spanky              1
Marty               1
Tedrick             1
Mollie              1
JD                  1
Blakely             1
Maude               1
Yoda                1
Jett                1
Josep               1
Zeus                1
Charleson           1
Schnitzel           1
Storkson            1
Miguel              1
Gunner              1
Crimson             1
Ester               1
Stefan              1
Thor                1
Ricky               1
Blipson             1
Tycho               1
Gustaf              1
Amber               1
Beckham             1
Ebby                1
Kellogg             1
Genevieve           1
Benny               1
Tupawc              1
Harrison            1
Franq               1
Binky               1
Anna                1
Tove                1
Halo                1
Edmund              1
Fynn                1
Dobby               1
Shelby              1
Griswold            1
Devón               1
Clarq               1
Kona                1
Jennifur            1
Pip                 1
Buckley             1
Meera               1
Wiggles             1
Bert                1
Siba                1
Meatball            1
Kingsley            1
Stella              1
Chef                1
Keet                1
Strider             1
Skittles            1
Perry               1
Daniel              1
Bradlay             1
Goose               1
Zoe                 1
such                1
Andru               1
my                  1
Pumpkin             1
Amy                 1
Mac                 1
Ulysses             1
Gilbert             1
Ralphson            1
Chesney             1
Ace                 1
Fletcher            1
Harry               1
Charl               1
Jim                 1
Frönq               1
Kallie              1
Striker             1
Lance               1
Chase               1
Godzilla            1
Snoopy              1
Orion               1
Link                1
Jeffri              1
Julius              1
Snoop               1
Ralpher             1
Duchess             1
Shakespeare         1
Poppy               1
Dante               1
Dewey               1
Kollin              1
Sky                 1
Mookie              1
light               1
Willie              1
Einstein            1
Akumi               1
Blue                1
Shooter             1
Jay                 1
Mona                1
Leonidas            1
Toffee              1
Ralphie             1
Cilantro            1
Brandonald          1
infuriating         1
old                 1
Ziva                1
Chubbs              1
Amélie              1
Michelangelope      1
Tanner              1
Lili                1
Dietrich            1
Jimbo               1
Combo               1
Kathmandu           1
Monster             1
Sundance            1
Christoper          1
Pavlov              1
Dunkin              1
Stewie              1
Mimosa              1
Tater               1
Vince               1
Swagger             1
Pilot               1
Eevee               1
Sonny               1
Berb                1
Sobe                1
Jed                 1
Bronte              1
Lassie              1
Jarod               1
Kayla               1
Brian               1
Sailer              1
Crouton             1
Hazel               1
Edd                 1
Peanut              1
Theo                1
Nigel               1
Lilli               1
Kuyu                1
Arnold              1
Carter              1
Aja                 1
Timofy              1
Callie              1
Eriq                1
Shawwn              1
Humphrey            1
Tilly               1
Emmie               1
Bobby               1
Tayzie              1
Barney              1
Ralph               1
Zooey               1
BeBe                1
Arya                1
Longfellow          1
Kramer              1
Ronnie              1
Hubertson           1
Vinscent            1
Cal                 1
Ralf                1
Willem              1
Mary                1
Simba               1
Aldrick             1
Gabby               1
Grady               1
Tito                1
Eugene              1
Beemo               1
Barclay             1
Shikha              1
Henry               1
Malikai             1
Gustav              1
Kloey               1
Tonks               1
Mauve               1
Carll               1
Pluto               1
Timmy               1
Harlso              1
Grizzwald           1
Lupe                1
Torque              1
Izzy                1
Bubba               1
Nida                1
Cheryl              1
Emanuel             1
Marvin              1
Bloop               1
Jomathan            1
this                1
Nimbus              1
Jameson             1
Billy               1
Ito                 1
Teddy               1
Biden               1
Lipton              1
Loomis              1
Mitch               1
Damon               1
Laela               1
Brockly             1
Herb                1
Taco                1
Deacon              1
Ginger              1
Antony              1
Stuart              1
Lulu                1
Tripp               1
Autumn              1
Beebop              1
Jebberson           1
Bluebert            1
Rose                1
General             1
Zuzu                1
Jazz                1
Fiji                1
Mo                  1
unacceptable        1
Kawhi               1
Jarvis              1
Gerbald             1
Rumpole             1
Mark                1
Brandi              1
Bayley              1
Cannon              1
Rupert              1
Kanu                1
Philippe            1
Livvie              1
Timber              1
Sunshine            1
Noosh               1
Hamrick             1
Ferg                1
DayZ                1
Clybe               1
Rover               1
Tassy               1
Reptar              1
Linus               1
Mabel               1
Willy               1
Rumble              1
Major               1
Clyde               1
River               1
Erik                1
Rontu               1
Farfle              1
Ivar                1
Hanz                1
Tedders             1
Trip                1
Mason               1
Jonah               1
Jersey              1
Chevy               1
Batdog              1
Coleman             1
Cedrick             1
Sandra              1
Kial                1
Juckson             1
Fido                1
Zara                1
Berkeley            1
Travis              1
Joshwa              1
Nugget              1
Mosby               1
Blanket             1
Birf                1
Smiley              1
Darrel              1
Stormy              1
Ralphy              1
Rodman              1
Obie                1
Pupcasso            1
Rorie               1
Bruiser             1
Furzey              1
Boston              1
Gordon              1
Evy                 1
Boots               1
Staniel             1
Shiloh              1
Geno                1
Tug                 1
Sully               1
Vinnie              1
Skye                1
Enchilada           1
Tino                1
Kaia                1
Rueben              1
Jeffrie             1
Darla               1
Lizzie              1
Chuq                1
Dotsy               1
Cecil               1
Molly               1
Bauer               1
Sparky              1
Kevon               1
Ben                 1
Terrenth            1
Chloe               1
Bookstore           1
Alejandro           1
Harnold             1
Olaf                1
Winifred            1
Emma                1
Venti               1
Samsom              1
Jaycob              1
Dutch               1
Reagan              1
Heinrich            1
Fillup              1
Sweet               1
Horace              1
Zeek                1
Yukon               1
Pherb               1
Kane                1
Lugan               1
Covach              1
Chuck               1
Steve               1
Pippin              1
Aiden               1
Chaz                1
Pinot               1
all                 1
Pepper              1
by                  1
Petrick             1
Rolf                1
Brudge              1
Saydee              1
Comet               1
Rodney              1
Robin               1
Coopson             1
Stephanus           1
Jo                  1
Brownie             1
Luther              1
Eazy                1
Tyrus               1
Ridley              1
Trevith             1
Cora                1
Scott               1
incredibly          1
Burt                1
Rilo                1
Bones               1
Julio               1
Jaspers             1
Patch               1
Bode                1
Arlen               1
Millie              1
Dex                 1
Chadrick            1
Augie               1
Mack                1
Alexanderson        1
Crumpet             1
Nico                1
Adele               1
Mya                 1
Dot                 1
Liam                1
Tess                1
Howie               1
Taz                 1
Tuck                1
Champ               1
Finnegus            1
Billl               1
Beya                1
Aqua                1
Maks                1
Bertson             1
Bilbo               1
Trigger             1
Vixen               1
Bradley             1
Butters             1
Dido                1
Shadoe              1
Rudy                1
Kota                1
Severus             1
Bobbay              1
Bobble              1
Oreo                1
Grizzie             1
Rascal              1
Brooks              1
Hector              1
Holly               1
Chesterson          1
Rey                 1
Kara                1
Georgie             1
Doobert             1
Scruffers           1
Lenox               1
Florence            1
Rinna               1
Tom                 1
Ed                  1
Tommy               1
Jareld              1
Randall             1
Lillie              1
Dixie               1
Jeb                 1
Traviss             1
Richie              1
Angel               1
Bodie               1
Marlee              1
Caryl               1
Sprinkles           1
Jackie              1
Kobe                1
Flash               1
life                1
Rooney              1
Sweets              1
Maisey              1
Monty               1
Colin               1
Goliath             1
Blu                 1
Karll               1
Banditt             1
Ronduh              1
Kendall             1
Jessifer            1
Rhino               1
Brat                1
Leonard             1
Kody                1
Apollo              1
Carper              1
Roscoe              1
Lucky               1
space               1
Tango               1
Tiger               1
Glacier             1
Flurpson            1
Ember               1
Jessiga             1
Mairi               1
Lorelei             1
Eleanor             1
Strudel             1
Tobi                1
Cermet              1
Asher               1
Karl                1
Alfy                1
Godi                1
Willow              1
Anthony             1
Brandy              1
Bloo                1
Gert                1
Jerome              1
Tuco                1
Pubert              1
Monkey              1
Bowie               1
Crawford            1
Todo                1
Ron                 1
Cupid               1
Snickers            1
Karma               1
Wesley              1
Noah                1
Walker              1
Mike                1
Cheesy              1
Lacy                1
Derby               1
Sora                1
Stark               1
Huck                1
Rufio               1
Creg                1
Sojourner           1
Mingus              1
Mutt                1
Sprout              1
Ashleigh            1
Durg                1
Socks               1
Arlo                1
Newt                1
O                   1
Jazzy               1
Duddles             1
Banjo               1
Brady               1
Puff                1
Fwed                1
Diogi               1
Pawnd               1
Dook                1
Alf                 1
Al                  1
Rizzo               1
Lilah               1
Ambrose             1
Wishes              1
Milky               1
Schnozz             1
Dallas              1
Marq                1
Miley               1
William             1
Napolean            1
Danny               1
Hall                1
officially          1
Craig               1
Rambo               1
Grizz               1
Kenzie              1
Hero                1
Ralphé              1
Obi                 1
Jeremy              1
Gin                 1
Margo               1
Sephie              1
Claude              1
Carbon              1
Edgar               1
Shnuggles           1
Lolo                1
Grey                1
Tebow               1
Ozzie               1
his                 1
Freddery            1
Kulet               1
Katie               1
Pete                1
Bobb                1
Glenn               1
Joey                1
Raphael             1
Darby               1
Sid                 1
Cuddles             1
Buddah              1
Jockson             1
Skittle             1
Ole                 1
Koko                1
Pancake             1
Gòrdón              1
Dylan               1
Huxley              1
Ruffles             1
Tessa               1
Lucia               1
Baron               1
Bonaparte           1
Clifford            1
Sailor              1
Aubie               1
Murphy              1
Name: name, dtype: int64
In [37]:
twitter_archive.loc[twitter_archive['name'].str.isupper()]
# check the names which are in upper case
Out[37]:
tweet_id in_reply_to_status_id in_reply_to_user_id timestamp source text retweeted_status_id retweeted_status_user_id retweeted_status_timestamp expanded_urls rating_numerator rating_denominator name doggo floofer pupper puppo
775 776201521193218049 NaN NaN 2016-09-14 23:30:38 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is O'Malley. That is how he sleeps. Doesn't care what you think about it. 10/10 comfy af https://t.co/Pq150LeRaC NaN NaN NaN https://twitter.com/dog_rates/status/776201521193218049/photo/1 10 10 O None None None None
2041 671542985629241344 NaN NaN 2015-12-01 04:14:59 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is JD (stands for "just dog"). He's like Airbud but with trading card games instead of sports. 10/10 much skill https://t.co/zzueJV9jCF NaN NaN NaN https://twitter.com/dog_rates/status/671542985629241344/photo/1 10 10 JD None None None None
In [38]:
twitter_archive.loc[twitter_archive['name'].str.islower()]
# check the names which are in lower case
Out[38]:
tweet_id in_reply_to_status_id in_reply_to_user_id timestamp source text retweeted_status_id retweeted_status_user_id retweeted_status_timestamp expanded_urls rating_numerator rating_denominator name doggo floofer pupper puppo
22 887517139158093824 NaN NaN 2017-07-19 03:39:09 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> I've yet to rate a Venezuelan Hover Wiener. This is such an honor. 14/10 paw-inspiring af (IG: roxy.thedoxy) https://t.co/20VrLAA8ba NaN NaN NaN https://twitter.com/dog_rates/status/887517139158093824/video/1 14 10 such None None None None
56 881536004380872706 NaN NaN 2017-07-02 15:32:16 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Here is a pupper approaching maximum borkdrive. Zooming at never before seen speeds. 14/10 paw-inspiring af \n(IG: puffie_the_chow) https://t.co/ghXBIIeQZF NaN NaN NaN https://twitter.com/dog_rates/status/881536004380872706/video/1 14 10 a None None pupper None
118 869988702071779329 NaN NaN 2017-05-31 18:47:24 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> RT @dog_rates: We only rate dogs. This is quite clearly a smol broken polar bear. We'd appreciate if you only send dogs. Thank you... 12/10… 8.591970e+17 4.196984e+09 2017-05-02 00:04:57 +0000 https://twitter.com/dog_rates/status/859196978902773760/video/1 12 10 quite None None None None
169 859196978902773760 NaN NaN 2017-05-02 00:04:57 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> We only rate dogs. This is quite clearly a smol broken polar bear. We'd appreciate if you only send dogs. Thank you... 12/10 https://t.co/g2nSyGenG9 NaN NaN NaN https://twitter.com/dog_rates/status/859196978902773760/video/1 12 10 quite None None None None
193 855459453768019968 NaN NaN 2017-04-21 16:33:22 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Guys, we only rate dogs. This is quite clearly a bulbasaur. Please only send dogs. Thank you... 12/10 human used pet, it's super effective https://t.co/Xc7uj1C64x NaN NaN NaN https://twitter.com/dog_rates/status/855459453768019968/photo/1,https://twitter.com/dog_rates/status/855459453768019968/photo/1 12 10 quite None None None None
335 832645525019123713 NaN NaN 2017-02-17 17:38:57 +0000 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a> There's going to be a dog terminal at JFK Airport. This is not a drill. 10/10 \nhttps://t.co/dp5h9bCwU7 NaN NaN NaN http://us.blastingnews.com/news/2017/02/jfk-announces-its-first-ever-ark-oasis-animal-terminal-001480161.html?sbdht=_pM1QUzk3wsdTxcmMoRPV7FWYYlsNKcFRcYSY7OmeHnOXA4NtUM6PLQ2_ 10 10 not None None None None
369 828650029636317184 NaN NaN 2017-02-06 17:02:17 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Occasionally, we're sent fantastic stories. This is one of them. 14/10 for Grace https://t.co/bZ4axuH6OK NaN NaN NaN https://twitter.com/dog_rates/status/828650029636317184/photo/1,https://twitter.com/dog_rates/status/828650029636317184/photo/1,https://twitter.com/dog_rates/status/828650029636317184/photo/1 14 10 one None None None None
542 806219024703037440 NaN NaN 2016-12-06 19:29:28 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> We only rate dogs. Please stop sending in non-canines like this Freudian Poof Lion. This is incredibly frustrating... 11/10 https://t.co/IZidSrBvhi NaN NaN NaN https://twitter.com/dog_rates/status/806219024703037440/photo/1 11 10 incredibly None None None None
649 792913359805018113 NaN NaN 2016-10-31 02:17:31 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Here is a perfect example of someone who has their priorities in order. 13/10 for both owner and Forrest https://t.co/LRyMrU7Wfq NaN NaN NaN https://twitter.com/dog_rates/status/792913359805018113/photo/1,https://twitter.com/dog_rates/status/792913359805018113/photo/1,https://twitter.com/dog_rates/status/792913359805018113/photo/1,https://twitter.com/dog_rates/status/792913359805018113/photo/1 13 10 a None None None None
682 788552643979468800 NaN NaN 2016-10-19 01:29:35 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> RT @dog_rates: Say hello to mad pupper. You know what you did. 13/10 would pet until no longer furustrated https://t.co/u1ulQ5heLX 7.363926e+17 4.196984e+09 2016-05-28 03:04:00 +0000 https://vine.co/v/iEggaEOiLO3,https://vine.co/v/iEggaEOiLO3 13 10 mad None None pupper None
759 778396591732486144 NaN NaN 2016-09-21 00:53:04 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> RT @dog_rates: This is an East African Chalupa Seal. We only rate dogs. Please only send in dogs. Thank you... 10/10 https://t.co/iHe6liLwWR 7.030419e+17 4.196984e+09 2016-02-26 02:20:37 +0000 https://twitter.com/dog_rates/status/703041949650034688/photo/1,https://twitter.com/dog_rates/status/703041949650034688/photo/1 10 10 an None None None None
773 776249906839351296 NaN NaN 2016-09-15 02:42:54 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> RT @dog_rates: We only rate dogs. Pls stop sending in non-canines like this Mongolian grass snake. This is very frustrating. 11/10 https://… 7.007478e+17 4.196984e+09 2016-02-19 18:24:26 +0000 https://twitter.com/dog_rates/status/700747788515020802/photo/1 11 10 very None None None None
801 772581559778025472 NaN NaN 2016-09-04 23:46:12 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Guys this is getting so out of hand. We only rate dogs. This is a Galapagos Speed Panda. Pls only send dogs... 10/10 https://t.co/8lpAGaZRFn NaN NaN NaN https://twitter.com/dog_rates/status/772581559778025472/photo/1,https://twitter.com/dog_rates/status/772581559778025472/photo/1,https://twitter.com/dog_rates/status/772581559778025472/photo/1 10 10 a None None None None
819 770655142660169732 NaN NaN 2016-08-30 16:11:18 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> We only rate dogs. Pls stop sending in non-canines like this Arctic Floof Kangaroo. This is very frustrating. 11/10 https://t.co/qlUDuPoE3d NaN NaN NaN https://twitter.com/dog_rates/status/770655142660169732/photo/1 11 10 very None None None None
822 770093767776997377 NaN NaN 2016-08-29 03:00:36 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> RT @dog_rates: This is just downright precious af. 12/10 for both pupper and doggo https://t.co/o5J479bZUC 7.410673e+17 4.196984e+09 2016-06-10 00:39:48 +0000 https://twitter.com/dog_rates/status/741067306818797568/photo/1,https://twitter.com/dog_rates/status/741067306818797568/photo/1 12 10 just doggo None pupper None
852 765395769549590528 NaN NaN 2016-08-16 03:52:26 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is my dog. Her name is Zoey. She knows I've been rating other dogs. She's not happy. 13/10 no bias at all https://t.co/ep1NkYoiwB NaN NaN NaN https://twitter.com/dog_rates/status/765395769549590528/photo/1 13 10 my None None None None
924 755206590534418437 NaN NaN 2016-07-19 01:04:16 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is one of the most inspirational stories I've ever come across. I have no words. 14/10 for both doggo and owner https://t.co/I5ld3eKD5k NaN NaN NaN https://twitter.com/dog_rates/status/755206590534418437/photo/1,https://twitter.com/dog_rates/status/755206590534418437/photo/1,https://twitter.com/dog_rates/status/755206590534418437/photo/1,https://twitter.com/dog_rates/status/755206590534418437/photo/1 14 10 one doggo None None None
988 748977405889503236 NaN NaN 2016-07-01 20:31:43 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> What jokester sent in a pic without a dog in it? This is not @rock_rates. This is @dog_rates. Thank you ...10/10 https://t.co/nDPaYHrtNX NaN NaN NaN https://twitter.com/dog_rates/status/748977405889503236/photo/1 10 10 not None None None None
992 748692773788876800 NaN NaN 2016-07-01 01:40:41 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> That is Quizno. This is his beach. He does not tolerate human shenanigans on his beach. 10/10 reclaim ur land doggo https://t.co/vdr7DaRSa7 NaN NaN NaN https://twitter.com/dog_rates/status/748692773788876800/photo/1 10 10 his doggo None None None
993 748575535303884801 NaN NaN 2016-06-30 17:54:50 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is one of the most reckless puppers I've ever seen. How she got a license in the first place is beyond me. 6/10 https://t.co/z5bAdtn9kd NaN NaN NaN https://twitter.com/dog_rates/status/748575535303884801/photo/1 6 10 one None None None None
1002 747885874273214464 NaN NaN 2016-06-28 20:14:22 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a mighty rare blue-tailed hammer sherk. Human almost lost a limb trying to take these. Be careful guys. 8/10 https://t.co/TGenMeXreW NaN NaN NaN https://twitter.com/dog_rates/status/747885874273214464/photo/1,https://twitter.com/dog_rates/status/747885874273214464/photo/1 8 10 a None None None None
1004 747816857231626240 NaN NaN 2016-06-28 15:40:07 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Viewer discretion is advised. This is a terrible attack in progress. Not even in water (tragic af). 4/10 bad sherk https://t.co/L3U0j14N5R NaN NaN NaN https://twitter.com/dog_rates/status/747816857231626240/photo/1 4 10 a None None None None
1017 746872823977771008 NaN NaN 2016-06-26 01:08:52 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a carrot. We only rate dogs. Please only send in dogs. You all really should know this by now ...11/10 https://t.co/9e48aPrBm2 NaN NaN NaN https://twitter.com/dog_rates/status/746872823977771008/photo/1,https://twitter.com/dog_rates/status/746872823977771008/photo/1 11 10 a None None None None
1025 746369468511756288 NaN NaN 2016-06-24 15:48:42 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is an Iraqi Speed Kangaroo. It is not a dog. Please only send in dogs. I'm very angry with all of you ...9/10 https://t.co/5qpBTTpgUt NaN NaN NaN https://twitter.com/dog_rates/status/746369468511756288/photo/1 9 10 an None None None None
1031 745422732645535745 NaN NaN 2016-06-22 01:06:43 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> We only rate dogs. Pls stop sending in non-canines like this Jamaican Flop Seal. This is very very frustrating. 9/10 https://t.co/nc53zEN0hZ NaN NaN NaN https://twitter.com/dog_rates/status/745422732645535745/photo/1 9 10 very None None None None
1040 744223424764059648 NaN NaN 2016-06-18 17:41:06 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is actually a pupper and I'd pet it so well. 12/10\nhttps://t.co/RNqS7C4Y4N NaN NaN NaN https://twitter.com/strange_animals/status/672108316018024452 12 10 actually None None pupper None
1049 743222593470234624 NaN NaN 2016-06-15 23:24:09 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a very rare Great Alaskan Bush Pupper. Hard to stumble upon without spooking. 12/10 would pet passionately https://t.co/xOBKCdpzaa NaN NaN NaN https://twitter.com/dog_rates/status/743222593470234624/photo/1 12 10 a None None pupper None
1063 741067306818797568 NaN NaN 2016-06-10 00:39:48 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is just downright precious af. 12/10 for both pupper and doggo https://t.co/o5J479bZUC NaN NaN NaN https://twitter.com/dog_rates/status/741067306818797568/photo/1 12 10 just doggo None pupper None
1071 740214038584557568 NaN NaN 2016-06-07 16:09:13 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is getting incredibly frustrating. This is a Mexican Golden Beaver. We only rate dogs. Only send dogs ...10/10 https://t.co/0yolOOyD3X NaN NaN NaN https://twitter.com/dog_rates/status/740214038584557568/photo/1 10 10 getting None None None None
1095 736392552031657984 NaN NaN 2016-05-28 03:04:00 +0000 <a href="http://vine.co" rel="nofollow">Vine - Make a Scene</a> Say hello to mad pupper. You know what you did. 13/10 would pet until no longer furustrated https://t.co/u1ulQ5heLX NaN NaN NaN https://vine.co/v/iEggaEOiLO3 13 10 mad None None pupper None
1097 736225175608430592 NaN NaN 2016-05-27 15:58:54 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> We only rate dogs. Please stop sending in non-canines like this Alaskan Flop Turtle. This is very frustrating. 10/10 https://t.co/qXteK6Atxc NaN NaN NaN https://twitter.com/dog_rates/status/736225175608430592/photo/1 10 10 very None None None None
1120 731156023742988288 NaN NaN 2016-05-13 16:15:54 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Say hello to this unbelievably well behaved squad of doggos. 204/170 would try to pet all at once https://t.co/yGQI3He3xv NaN NaN NaN https://twitter.com/dog_rates/status/731156023742988288/photo/1 204 170 this None None None None
1121 730924654643314689 NaN NaN 2016-05-13 00:56:32 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> We only rate dogs. Pls stop sending non-canines like this Bulgarian Eyeless Porch Bear. This is unacceptable... 9/10 https://t.co/2yctWAUZ3Z NaN NaN NaN https://twitter.com/dog_rates/status/730924654643314689/photo/1 9 10 unacceptable None None None None
1138 728035342121635841 NaN NaN 2016-05-05 01:35:26 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is all I want in my life. 12/10 for super sleepy pupper https://t.co/4RlLA5ObMh NaN NaN NaN https://twitter.com/dog_rates/status/728035342121635841/photo/1,https://twitter.com/dog_rates/status/728035342121635841/photo/1 12 10 all None None pupper None
1193 717537687239008257 NaN NaN 2016-04-06 02:21:30 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> People please. This is a Deadly Mediterranean Plop T-Rex. We only rate dogs. Only send in dogs. Thanks you... 11/10 https://t.co/2ATDsgHD4n NaN NaN NaN https://twitter.com/dog_rates/status/717537687239008257/photo/1 11 10 a None None None None
1206 715758151270801409 NaN NaN 2016-04-01 04:30:16 +0000 <a href="http://vine.co" rel="nofollow">Vine - Make a Scene</a> This is old now but it's absolutely heckin fantastic and I can't not share it with you all. 13/10 https://t.co/wJX74TSgzP NaN NaN NaN https://vine.co/v/hYdLVKDpAFu 13 10 old None None None None
1207 715733265223708672 NaN NaN 2016-04-01 02:51:22 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a taco. We only rate dogs. Please only send in dogs. Dogs are what we rate. Not tacos. Thank you... 10/10 https://t.co/cxl6xGY8B9 NaN NaN NaN https://twitter.com/dog_rates/status/715733265223708672/photo/1 10 10 a None None None None
1259 710272297844797440 NaN NaN 2016-03-17 01:11:26 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> We 👏🏻 only 👏🏻 rate 👏🏻 dogs. Pls stop sending in non-canines like this Dutch Panda Worm. This is infuriating. 11/10 https://t.co/odfLzBonG2 NaN NaN NaN https://twitter.com/dog_rates/status/710272297844797440/photo/1 11 10 infuriating None None None None
1340 704859558691414016 NaN NaN 2016-03-02 02:43:09 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Here is a heartbreaking scene of an incredible pupper being laid to rest. 10/10 RIP pupper https://t.co/81mvJ0rGRu NaN NaN NaN https://twitter.com/dog_rates/status/704859558691414016/photo/1 10 10 a None None pupper None
1351 704054845121142784 NaN NaN 2016-02-28 21:25:30 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Here is a whole flock of puppers. 60/50 I'll take the lot https://t.co/9dpcw6MdWa NaN NaN NaN https://twitter.com/dog_rates/status/704054845121142784/photo/1 60 50 a None None None None
1361 703079050210877440 NaN NaN 2016-02-26 04:48:02 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a Butternut Cumberfloof. It's not windy they just look like that. 11/10 back at it again with the red socks https://t.co/hMjzhdUHaW NaN NaN NaN https://twitter.com/dog_rates/status/703079050210877440/photo/1,https://twitter.com/dog_rates/status/703079050210877440/photo/1 11 10 a None None None None
1362 703041949650034688 NaN NaN 2016-02-26 02:20:37 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is an East African Chalupa Seal. We only rate dogs. Please only send in dogs. Thank you... 10/10 https://t.co/iHe6liLwWR NaN NaN NaN https://twitter.com/dog_rates/status/703041949650034688/photo/1 10 10 an None None None None
1368 702539513671897089 NaN NaN 2016-02-24 17:04:07 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a Wild Tuscan Poofwiggle. Careful not to startle. Rare tongue slip. One eye magical. 12/10 would def pet https://t.co/4EnShAQjv6 NaN NaN NaN https://twitter.com/dog_rates/status/702539513671897089/photo/1,https://twitter.com/dog_rates/status/702539513671897089/photo/1,https://twitter.com/dog_rates/status/702539513671897089/photo/1 12 10 a None None None None
1382 700864154249383937 NaN NaN 2016-02-20 02:06:50 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> "Pupper is a present to world. Here is a bow for pupper." 12/10 precious as hell https://t.co/ItSsE92gCW NaN NaN NaN https://twitter.com/dog_rates/status/700864154249383937/photo/1 12 10 a None None pupper None
1385 700747788515020802 NaN NaN 2016-02-19 18:24:26 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> We only rate dogs. Pls stop sending in non-canines like this Mongolian grass snake. This is very frustrating. 11/10 https://t.co/22x9SbCYCU NaN NaN NaN https://twitter.com/dog_rates/status/700747788515020802/photo/1 11 10 very None None None None
1435 697259378236399616 NaN NaN 2016-02-10 03:22:44 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Please stop sending in saber-toothed tigers. This is getting ridiculous. We only rate dogs.\n...8/10 https://t.co/iAeQNueou8 NaN NaN NaN https://twitter.com/dog_rates/status/697259378236399616/photo/1 8 10 getting None None None None
1457 695095422348574720 NaN NaN 2016-02-04 04:03:57 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is just a beautiful pupper good shit evolution. 12/10 https://t.co/2L8pI0Z2Ib NaN NaN NaN https://twitter.com/dog_rates/status/695095422348574720/photo/1 12 10 just None None pupper None
1499 692187005137076224 NaN NaN 2016-01-27 03:26:56 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a rare Arctic Wubberfloof. Unamused by the happenings. No longer has the appetites. 12/10 would totally hug https://t.co/krvbacIX0N NaN NaN NaN https://twitter.com/dog_rates/status/692187005137076224/photo/1,https://twitter.com/dog_rates/status/692187005137076224/photo/1,https://twitter.com/dog_rates/status/692187005137076224/photo/1 12 10 a None None None None
1527 690360449368465409 NaN NaN 2016-01-22 02:28:52 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Stop sending in lobsters. This is the final warning. We only rate dogs. Thank you... 9/10 https://t.co/B9ZXXKJYNx NaN NaN NaN https://twitter.com/dog_rates/status/690360449368465409/photo/1 9 10 the None None None None
1603 685943807276412928 NaN NaN 2016-01-09 21:58:42 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is the newly formed pupper a capella group. They're just starting out but I see tons of potential. 8/10 for all https://t.co/wbAcvFoNtn NaN NaN NaN https://twitter.com/dog_rates/status/685943807276412928/video/1 8 10 the None None pupper None
1693 681297372102656000 NaN NaN 2015-12-28 02:15:26 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is actually a lion. We only rate dogs. For the last time please only send dogs. Thank u.\n12/10 would still pet https://t.co/Pp26dMQxap NaN NaN NaN https://twitter.com/dog_rates/status/681297372102656000/photo/1 12 10 actually None None None None
1724 680085611152338944 NaN NaN 2015-12-24 18:00:19 +0000 <a href="https://about.twitter.com/products/tweetdeck" rel="nofollow">TweetDeck</a> This is by far the most coordinated series of pictures I was sent. Downright impressive in every way. 12/10 for all https://t.co/etzLo3sdZE NaN NaN NaN https://twitter.com/dog_rates/status/680085611152338944/photo/1,https://twitter.com/dog_rates/status/680085611152338944/photo/1,https://twitter.com/dog_rates/status/680085611152338944/photo/1 12 10 by None None None None
1737 679530280114372609 NaN NaN 2015-12-23 05:13:38 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Guys this really needs to stop. We've been over this way too many times. This is a giraffe. We only rate dogs.. 7/10 https://t.co/yavgkHYPOC NaN NaN NaN https://twitter.com/dog_rates/status/679530280114372609/photo/1 7 10 a None None None None
1747 679111216690831360 NaN NaN 2015-12-22 01:28:25 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is officially the greatest yawn of all time. 12/10 https://t.co/4R0Cc0sLVE NaN NaN NaN https://twitter.com/dog_rates/status/679111216690831360/video/1 12 10 officially None None None None
1785 677644091929329666 NaN NaN 2015-12-18 00:18:36 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a dog swinging. I really enjoyed it so I hope you all do as well. 11/10 https://t.co/Ozo9KHTRND NaN NaN NaN https://twitter.com/dog_rates/status/677644091929329666/video/1 11 10 a None None None None
1797 677269281705472000 NaN NaN 2015-12-16 23:29:14 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is the happiest pupper I've ever seen. 10/10 would trade lives with https://t.co/ep8ATEJwRb NaN NaN NaN https://twitter.com/dog_rates/status/677269281705472000/photo/1 10 10 the None None pupper None
1815 676613908052996102 NaN NaN 2015-12-15 04:05:01 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is the saddest/sweetest/best picture I've been sent. 12/10 😢🐶 https://t.co/vQ2Lw1BLBF NaN NaN NaN https://twitter.com/dog_rates/status/676613908052996102/photo/1 12 10 the None None None None
1853 675706639471788032 NaN NaN 2015-12-12 15:59:51 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a Sizzlin Menorah spaniel from Brooklyn named Wylie. Lovable eyes. Chiller as hell. 10/10 and I'm out.. poof https://t.co/7E0AiJXPmI NaN NaN NaN https://twitter.com/dog_rates/status/675706639471788032/photo/1 10 10 a None None None None
1854 675534494439489536 NaN NaN 2015-12-12 04:35:48 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Seriously guys?! Only send in dogs. I only rate dogs. This is a baby black bear... 11/10 https://t.co/H7kpabTfLj NaN NaN NaN https://twitter.com/dog_rates/status/675534494439489536/photo/1 11 10 a None None None None
1877 675109292475830276 NaN NaN 2015-12-11 00:26:12 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> C'mon guys. We've been over this. We only rate dogs. This is a cow. Please only submit dogs. Thank you...... 9/10 https://t.co/WjcELNEqN2 NaN NaN NaN https://twitter.com/dog_rates/status/675109292475830276/photo/1 9 10 a None None None None
1878 675047298674663426 NaN NaN 2015-12-10 20:19:52 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a fluffy albino Bacardi Columbia mix. Excellent at the tweets. 11/10 would hug gently https://t.co/diboDRUuEI NaN NaN NaN https://twitter.com/dog_rates/status/675047298674663426/photo/1 11 10 a None None None None
1916 674307341513269249 NaN NaN 2015-12-08 19:19:32 +0000 <a href="http://vine.co" rel="nofollow">Vine - Make a Scene</a> This is life-changing. 12/10 https://t.co/SroTpI6psB NaN NaN NaN https://vine.co/v/i7nWzrenw5h 12 10 life None None None None
1923 674082852460433408 NaN NaN 2015-12-08 04:27:30 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a Sagitariot Baklava mix. Loves her new hat. 11/10 radiant pup https://t.co/Bko5kFJYUU NaN NaN NaN https://twitter.com/dog_rates/status/674082852460433408/photo/1 11 10 a None None None None
1936 673956914389192708 NaN NaN 2015-12-07 20:07:04 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is one esteemed pupper. Just graduated college. 10/10 what a champ https://t.co/nyReCVRiyd NaN NaN NaN https://twitter.com/dog_rates/status/673956914389192708/photo/1 10 10 one None None pupper None
1941 673715861853720576 NaN NaN 2015-12-07 04:09:13 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a heavily opinionated dog. Loves walls. Nobody knows how the hair works. Always ready for a kiss. 4/10 https://t.co/dFiaKZ9cDl NaN NaN NaN https://twitter.com/dog_rates/status/673715861853720576/photo/1 4 10 a None None None None
1955 673636718965334016 NaN NaN 2015-12-06 22:54:44 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a Lofted Aphrodisiac Terrier named Kip. Big fan of bed n breakfasts. Fits perfectly. 10/10 would pet firmly https://t.co/gKlLpNzIl3 NaN NaN NaN https://twitter.com/dog_rates/status/673636718965334016/photo/1 10 10 a None None None None
1994 672604026190569472 NaN NaN 2015-12-04 02:31:10 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a baby Rand Paul. Curls for days. 11/10 would cuddle the hell out of https://t.co/xHXNaPAYRe NaN NaN NaN https://twitter.com/dog_rates/status/672604026190569472/photo/1 11 10 a None None None None
2001 672482722825261057 NaN NaN 2015-12-03 18:29:09 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is light saber pup. Ready to fight off evil with light saber. 10/10 true hero https://t.co/LPPa3btIIt NaN NaN NaN https://twitter.com/dog_rates/status/672482722825261057/photo/1 10 10 light None None None None
2019 672125275208069120 NaN NaN 2015-12-02 18:48:47 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is just impressive I have nothing else to say. 11/10 https://t.co/LquQZiZjJP NaN NaN NaN https://twitter.com/dog_rates/status/672125275208069120/photo/1 11 10 just None None None None
2030 671789708968640512 NaN NaN 2015-12-01 20:35:22 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is space pup. He's very confused. Tries to moonwalk at one point. Super spiffy uniform. 13/10 I love space pup https://t.co/SfPQ2KeLdq NaN NaN NaN https://twitter.com/dog_rates/status/671789708968640512/photo/1 13 10 space None None None None
2034 671743150407421952 NaN NaN 2015-12-01 17:30:22 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a Tuscaloosa Alcatraz named Jacob (Yacōb). Loves to sit in swing. Stellar tongue. 11/10 look at his feet https://t.co/2IslQ8ZSc7 NaN NaN NaN https://twitter.com/dog_rates/status/671743150407421952/photo/1 11 10 a None None None None
2037 671561002136281088 NaN NaN 2015-12-01 05:26:34 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is the best thing I've ever seen so spread it like wildfire &amp; maybe we'll find the genius who created it. 13/10 https://t.co/q6RsuOVYwU NaN NaN NaN https://twitter.com/dog_rates/status/671561002136281088/photo/1 13 10 the None None None None
2066 671147085991960577 NaN NaN 2015-11-30 02:01:49 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a Helvetica Listerine named Rufus. This time Rufus will be ready for the UPS guy. He'll never expect it 9/10 https://t.co/34OhVhMkVr NaN NaN NaN https://twitter.com/dog_rates/status/671147085991960577/photo/1 9 10 a None None None None
2116 670427002554466305 NaN NaN 2015-11-28 02:20:27 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a Deciduous Trimester mix named Spork. Only 1 ear works. No seat belt. Incredibly reckless. 9/10 still cute https://t.co/CtuJoLHiDo NaN NaN NaN https://twitter.com/dog_rates/status/670427002554466305/photo/1 9 10 a None None None None
2125 670361874861563904 NaN NaN 2015-11-27 22:01:40 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a Rich Mahogany Seltzer named Cherokee. Just got destroyed by a snowball. Isn't very happy about it. 9/10 https://t.co/98ZBi6o4dj NaN NaN NaN https://twitter.com/dog_rates/status/670361874861563904/photo/1 9 10 a None None None None
2128 670303360680108032 NaN NaN 2015-11-27 18:09:09 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a Speckled Cauliflower Yosemite named Hemry. He's terrified of intruder dog. Not one bit comfortable. 9/10 https://t.co/yV3Qgjh8iN NaN NaN NaN https://twitter.com/dog_rates/status/670303360680108032/photo/1 9 10 a None None None None
2146 669923323644657664 NaN NaN 2015-11-26 16:59:01 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a spotted Lipitor Rumpelstiltskin named Alphred. He can't wait for the Turkey. 10/10 would pet really well https://t.co/6GUGO7azNX NaN NaN NaN https://twitter.com/dog_rates/status/669923323644657664/photo/1 10 10 a None None None None
2153 669661792646373376 NaN NaN 2015-11-25 23:39:47 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a brave dog. Excellent free climber. Trying to get closer to God. Not very loyal though. Doesn't bark. 5/10 https://t.co/ODnILTr4QM NaN NaN NaN https://twitter.com/dog_rates/status/669661792646373376/photo/1 5 10 a None None None None
2161 669564461267722241 NaN NaN 2015-11-25 17:13:02 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a Coriander Baton Rouge named Alfredo. Loves to cuddle with smaller well-dressed dog. 10/10 would hug lots https://t.co/eCRdwouKCl NaN NaN NaN https://twitter.com/dog_rates/status/669564461267722241/photo/1 10 10 a None None None None
2191 668955713004314625 NaN NaN 2015-11-24 00:54:05 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a Slovakian Helter Skelter Feta named Leroi. Likes to skip on roofs. Good traction. Much balance. 10/10 wow! https://t.co/Dmy2mY2Qj5 NaN NaN NaN https://twitter.com/dog_rates/status/668955713004314625/photo/1 10 10 a None None None None
2198 668815180734689280 NaN NaN 2015-11-23 15:35:39 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a wild Toblerone from Papua New Guinea. Mouth always open. Addicted to hay. Acts blind. 7/10 handsome dog https://t.co/IGmVbz07tZ NaN NaN NaN https://twitter.com/dog_rates/status/668815180734689280/photo/1 7 10 a None None None None
2204 668636665813057536 NaN NaN 2015-11-23 03:46:18 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is an Irish Rigatoni terrier named Berta. Completely made of rope. No eyes. Quite large. Loves to dance. 10/10 https://t.co/EM5fDykrJg NaN NaN NaN https://twitter.com/dog_rates/status/668636665813057536/photo/1 10 10 an None None None None
2211 668614819948453888 NaN NaN 2015-11-23 02:19:29 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Here is a horned dog. Much grace. Can jump over moons (dam!). Paws not soft. Bad at barking. 7/10 can still pet tho https://t.co/2Su7gmsnZm NaN NaN NaN https://twitter.com/dog_rates/status/668614819948453888/photo/1 7 10 a None None None None
2212 668587383441514497 NaN NaN 2015-11-23 00:30:28 +0000 <a href="http://vine.co" rel="nofollow">Vine - Make a Scene</a> Never forget this vine. You will not stop watching for at least 15 minutes. This is the second coveted.. 13/10 https://t.co/roqIxCvEB3 NaN NaN NaN https://vine.co/v/ea0OwvPTx9l 13 10 the None None None None
2218 668507509523615744 NaN NaN 2015-11-22 19:13:05 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a Birmingham Quagmire named Chuk. Loves to relax and watch the game while sippin on that iced mocha. 10/10 https://t.co/HvNg9JWxFt NaN NaN NaN https://twitter.com/dog_rates/status/668507509523615744/photo/1 10 10 a None None None None
2222 668466899341221888 NaN NaN 2015-11-22 16:31:42 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Here is a mother dog caring for her pups. Snazzy red mohawk. Doesn't wag tail. Pups look confused. Overall 4/10 https://t.co/YOHe6lf09m NaN NaN NaN https://twitter.com/dog_rates/status/668466899341221888/photo/1 4 10 a None None None None
2235 668171859951755264 NaN NaN 2015-11-21 20:59:20 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a Trans Siberian Kellogg named Alfonso. Huge ass eyeballs. Actually Dobby from Harry Potter. 7/10 https://t.co/XpseHBlAAb NaN NaN NaN https://twitter.com/dog_rates/status/668171859951755264/photo/1 7 10 a None None None None
2249 667861340749471744 NaN NaN 2015-11-21 00:25:26 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a Shotokon Macadamia mix named Cheryl. Sophisticated af. Looks like a disappointed librarian. Shh (lol) 9/10 https://t.co/J4GnJ5Swba NaN NaN NaN https://twitter.com/dog_rates/status/667861340749471744/photo/1 9 10 a None None None None
2255 667773195014021121 NaN NaN 2015-11-20 18:35:10 +0000 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a> This is a rare Hungarian Pinot named Jessiga. She is either mid-stroke or got stuck in the washing machine. 8/10 https://t.co/ZU0i0KJyqD NaN NaN NaN https://twitter.com/dog_rates/status/667773195014021121/photo/1 8 10 a None None None None
2264 667538891197542400 NaN NaN 2015-11-20 03:04:08 +0000 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a> This is a southwest Coriander named Klint. Hat looks expensive. Still on house arrest :(\n9/10 https://t.co/IQTOMqDUIe NaN NaN NaN https://twitter.com/dog_rates/status/667538891197542400/photo/1 9 10 a None None None None
2273 667470559035432960 NaN NaN 2015-11-19 22:32:36 +0000 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a> This is a northern Wahoo named Kohl. He runs this town. Chases tumbleweeds. Draws gun wicked fast. 11/10 legendary https://t.co/J4vn2rOYFk NaN NaN NaN https://twitter.com/dog_rates/status/667470559035432960/photo/1 11 10 a None None None None
2287 667177989038297088 NaN NaN 2015-11-19 03:10:02 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a Dasani Kingfisher from Maine. His name is Daryl. Daryl doesn't like being swallowed by a panda. 8/10 https://t.co/jpaeu6LNmW NaN NaN NaN https://twitter.com/dog_rates/status/667177989038297088/photo/1 8 10 a None None None None
2304 666983947667116034 NaN NaN 2015-11-18 14:18:59 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a curly Ticonderoga named Pepe. No feet. Loves to jet ski. 11/10 would hug until forever https://t.co/cyDfaK8NBc NaN NaN NaN https://twitter.com/dog_rates/status/666983947667116034/photo/1 11 10 a None None None None
2311 666781792255496192 NaN NaN 2015-11-18 00:55:42 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a purebred Bacardi named Octaviath. Can shoot spaghetti out of mouth. 10/10 https://t.co/uEvsGLOFHa NaN NaN NaN https://twitter.com/dog_rates/status/666781792255496192/photo/1 10 10 a None None None None
2314 666701168228331520 NaN NaN 2015-11-17 19:35:19 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a golden Buckminsterfullerene named Johm. Drives trucks. Lumberjack (?). Enjoys wall. 8/10 would hug softly https://t.co/uQbZJM2DQB NaN NaN NaN https://twitter.com/dog_rates/status/666701168228331520/photo/1 8 10 a None None None None
2326 666411507551481857 NaN NaN 2015-11-17 00:24:19 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is quite the dog. Gets really excited when not in water. Not very soft tho. Bad at fetch. Can't do tricks. 2/10 https://t.co/aMCTNWO94t NaN NaN NaN https://twitter.com/dog_rates/status/666411507551481857/photo/1 2 10 quite None None None None
2327 666407126856765440 NaN NaN 2015-11-17 00:06:54 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a southern Vesuvius bumblegruff. Can drive a truck (wow). Made friends with 5 other nifty dogs (neat). 7/10 https://t.co/LopTBkKa8h NaN NaN NaN https://twitter.com/dog_rates/status/666407126856765440/photo/1 7 10 a None None None None
2333 666337882303524864 NaN NaN 2015-11-16 19:31:45 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is an extremely rare horned Parthenon. Not amused. Wears shoes. Overall very nice. 9/10 would pet aggressively https://t.co/QpRjllzWAL NaN NaN NaN https://twitter.com/dog_rates/status/666337882303524864/photo/1 9 10 an None None None None
2334 666293911632134144 NaN NaN 2015-11-16 16:37:02 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a funny dog. Weird toes. Won't come down. Loves branch. Refuses to eat his food. Hard to cuddle with. 3/10 https://t.co/IIXis0zta0 NaN NaN NaN https://twitter.com/dog_rates/status/666293911632134144/photo/1 3 10 a None None None None
2335 666287406224695296 NaN NaN 2015-11-16 16:11:11 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is an Albanian 3 1/2 legged Episcopalian. Loves well-polished hardwood flooring. Penis on the collar. 9/10 https://t.co/d9NcXFKwLv NaN NaN NaN https://twitter.com/dog_rates/status/666287406224695296/photo/1 1 2 an None None None None
2345 666063827256086533 NaN NaN 2015-11-16 01:22:45 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is the happiest dog you will ever see. Very committed owner. Nice couch. 10/10 https://t.co/RhUEAloehK NaN NaN NaN https://twitter.com/dog_rates/status/666063827256086533/photo/1 10 10 the None None None None
2346 666058600524156928 NaN NaN 2015-11-16 01:01:59 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Here is the Rand Paul of retrievers folks! He's probably good at poker. Can drink beer (lol rad). 8/10 good dog https://t.co/pYAJkAe76p NaN NaN NaN https://twitter.com/dog_rates/status/666058600524156928/photo/1 8 10 the None None None None
2347 666057090499244032 NaN NaN 2015-11-16 00:55:59 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> My oh my. This is a rare blond Canadian terrier on wheels. Only $8.98. Rather docile. 9/10 very rare https://t.co/yWBqbrzy8O NaN NaN NaN https://twitter.com/dog_rates/status/666057090499244032/photo/1 9 10 a None None None None
2348 666055525042405380 NaN NaN 2015-11-16 00:49:46 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Here is a Siberian heavily armored polar bear mix. Strong owner. 10/10 I would do unspeakable things to pet this dog https://t.co/rdivxLiqEt NaN NaN NaN https://twitter.com/dog_rates/status/666055525042405380/photo/1 10 10 a None None None None
2349 666051853826850816 NaN NaN 2015-11-16 00:35:11 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is an odd dog. Hard on the outside but loving on the inside. Petting still fun. Doesn't play catch well. 2/10 https://t.co/v5A4vzSDdc NaN NaN NaN https://twitter.com/dog_rates/status/666051853826850816/photo/1 2 10 an None None None None
2350 666050758794694657 NaN NaN 2015-11-16 00:30:50 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a truly beautiful English Wilson Staff retriever. Has a nice phone. Privileged. 10/10 would trade lives with https://t.co/fvIbQfHjIe NaN NaN NaN https://twitter.com/dog_rates/status/666050758794694657/photo/1 10 10 a None None None None
2352 666044226329800704 NaN NaN 2015-11-16 00:04:52 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a purebred Piers Morgan. Loves to Netflix and chill. Always looks like he forgot to unplug the iron. 6/10 https://t.co/DWnyCjf2mx NaN NaN NaN https://twitter.com/dog_rates/status/666044226329800704/photo/1 6 10 a None None None None
2353 666033412701032449 NaN NaN 2015-11-15 23:21:54 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Here is a very happy pup. Big fan of well-maintained decks. Just look at that tongue. 9/10 would cuddle af https://t.co/y671yMhoiR NaN NaN NaN https://twitter.com/dog_rates/status/666033412701032449/photo/1 9 10 a None None None None
2354 666029285002620928 NaN NaN 2015-11-15 23:05:30 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is a western brown Mitsubishi terrier. Upset about leaf. Actually 2 dogs here. 7/10 would walk the shit out of https://t.co/r7mOb2m0UI NaN NaN NaN https://twitter.com/dog_rates/status/666029285002620928/photo/1 7 10 a None None None None
In [39]:
twitter_archive.loc[twitter_archive['name'].str.islower()]['name'].unique()
# check the unique names which are in lower case
Out[39]:
array(['such', 'a', 'quite', 'not', 'one', 'incredibly', 'mad', 'an',
       'very', 'just', 'my', 'his', 'actually', 'getting', 'this',
       'unacceptable', 'all', 'old', 'infuriating', 'the', 'by',
       'officially', 'life', 'light', 'space'], dtype=object)
In [40]:
twitter_archive['doggo'].value_counts()
Out[40]:
None     2259
doggo      97
Name: doggo, dtype: int64
In [41]:
twitter_archive['floofer'].value_counts()
Out[41]:
None       2346
floofer      10
Name: floofer, dtype: int64
In [42]:
twitter_archive['pupper'].value_counts()
Out[42]:
None      2099
pupper     257
Name: pupper, dtype: int64
In [43]:
twitter_archive['puppo'].value_counts()
Out[43]:
None     2326
puppo      30
Name: puppo, dtype: int64
In [ ]:

Image Predictions

In [44]:
image_prediction.head()
Out[44]:
tweet_id jpg_url img_num p1 p1_conf p1_dog p2 p2_conf p2_dog p3 p3_conf p3_dog
0 666020888022790149 https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg 1 Welsh_springer_spaniel 0.465074 True collie 0.156665 True Shetland_sheepdog 0.061428 True
1 666029285002620928 https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg 1 redbone 0.506826 True miniature_pinscher 0.074192 True Rhodesian_ridgeback 0.072010 True
2 666033412701032449 https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg 1 German_shepherd 0.596461 True malinois 0.138584 True bloodhound 0.116197 True
3 666044226329800704 https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg 1 Rhodesian_ridgeback 0.408143 True redbone 0.360687 True miniature_pinscher 0.222752 True
4 666049248165822465 https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg 1 miniature_pinscher 0.560311 True Rottweiler 0.243682 True Doberman 0.154629 True
In [45]:
image_prediction.shape
Out[45]:
(2075, 12)
In [46]:
image_prediction.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 2075 entries, 0 to 2074
Data columns (total 12 columns):
 #   Column    Non-Null Count  Dtype  
---  ------    --------------  -----  
 0   tweet_id  2075 non-null   int64  
 1   jpg_url   2075 non-null   object 
 2   img_num   2075 non-null   int64  
 3   p1        2075 non-null   object 
 4   p1_conf   2075 non-null   float64
 5   p1_dog    2075 non-null   bool   
 6   p2        2075 non-null   object 
 7   p2_conf   2075 non-null   float64
 8   p2_dog    2075 non-null   bool   
 9   p3        2075 non-null   object 
 10  p3_conf   2075 non-null   float64
 11  p3_dog    2075 non-null   bool   
dtypes: bool(3), float64(3), int64(2), object(4)
memory usage: 152.1+ KB
In [47]:
image_prediction.duplicated().sum()
Out[47]:
0
In [48]:
image_prediction.describe()
Out[48]:
tweet_id img_num p1_conf p2_conf p3_conf
count 2.075000e+03 2075.000000 2075.000000 2.075000e+03 2.075000e+03
mean 7.384514e+17 1.203855 0.594548 1.345886e-01 6.032417e-02
std 6.785203e+16 0.561875 0.271174 1.006657e-01 5.090593e-02
min 6.660209e+17 1.000000 0.044333 1.011300e-08 1.740170e-10
25% 6.764835e+17 1.000000 0.364412 5.388625e-02 1.622240e-02
50% 7.119988e+17 1.000000 0.588230 1.181810e-01 4.944380e-02
75% 7.932034e+17 1.000000 0.843855 1.955655e-01 9.180755e-02
max 8.924206e+17 4.000000 1.000000 4.880140e-01 2.734190e-01
In [49]:
image_prediction.jpg_url.value_counts()
Out[49]:
https://pbs.twimg.com/media/CiibOMzUYAA9Mxz.jpg                                            2
https://pbs.twimg.com/media/CvyVxQRWEAAdSZS.jpg                                            2
https://pbs.twimg.com/media/C3nygbBWQAAjwcW.jpg                                            2
https://pbs.twimg.com/media/CcG07BYW0AErrC9.jpg                                            2
https://pbs.twimg.com/media/CvaYgDOWgAEfjls.jpg                                            2
https://pbs.twimg.com/media/CW88XN4WsAAlo8r.jpg                                            2
https://pbs.twimg.com/media/CVgdFjNWEAAxmbq.jpg                                            2
https://pbs.twimg.com/ext_tw_video_thumb/815965888126062592/pu/img/JleSw4wRhgKDWQj5.jpg    2
https://pbs.twimg.com/media/Cx5R8wPVEAALa9r.jpg                                            2
https://pbs.twimg.com/media/CrXhIqBW8AA6Bse.jpg                                            2
https://pbs.twimg.com/media/CvoBPWRWgAA4het.jpg                                            2
https://pbs.twimg.com/media/Cs_DYr1XEAA54Pu.jpg                                            2
https://pbs.twimg.com/media/C12whDoVEAALRxa.jpg                                            2
https://pbs.twimg.com/ext_tw_video_thumb/675354114423808004/pu/img/qL1R_nGLqa6lmkOx.jpg    2
https://pbs.twimg.com/media/Cveg1-NXgAASaaT.jpg                                            2
https://pbs.twimg.com/media/C2oRbOuWEAAbVSl.jpg                                            2
https://pbs.twimg.com/media/CkjMx99UoAM2B1a.jpg                                            2
https://pbs.twimg.com/media/Cwx99rpW8AMk_Ie.jpg                                            2
https://pbs.twimg.com/media/CwJR1okWIAA6XMp.jpg                                            2
https://pbs.twimg.com/media/CtzKC7zXEAALfSo.jpg                                            2
https://pbs.twimg.com/media/C4bTH6nWMAAX_bJ.jpg                                            2
https://pbs.twimg.com/media/CVuQ2LeUsAAIe3s.jpg                                            2
https://pbs.twimg.com/media/CYLDikFWEAAIy1y.jpg                                            2
https://pbs.twimg.com/media/CmoPdmHW8AAi8BI.jpg                                            2
https://pbs.twimg.com/media/CwS4aqZXUAAe3IO.jpg                                            2
https://pbs.twimg.com/media/CdHwZd0VIAA4792.jpg                                            2
https://pbs.twimg.com/media/Ct2qO5PXEAE6eB0.jpg                                            2
https://pbs.twimg.com/media/CzG425nWgAAnP7P.jpg                                            2
https://pbs.twimg.com/media/CeRoBaxWEAABi0X.jpg                                            2
https://pbs.twimg.com/media/CWyD2HGUYAQ1Xa7.jpg                                            2
https://pbs.twimg.com/media/DFDw2tyUQAAAFke.jpg                                            2
https://pbs.twimg.com/media/CuRDF-XWcAIZSer.jpg                                            2
https://pbs.twimg.com/media/CwiuEJmW8AAZnit.jpg                                            2
https://pbs.twimg.com/media/CZhn-QAWwAASQan.jpg                                            2
https://pbs.twimg.com/media/CvJCabcWgAIoUxW.jpg                                            2
https://pbs.twimg.com/media/ChK1tdBWwAQ1flD.jpg                                            2
https://pbs.twimg.com/media/CU1zsMSUAAAS0qW.jpg                                            2
https://pbs.twimg.com/media/Cq9guJ5WgAADfpF.jpg                                            2
https://pbs.twimg.com/media/C12x-JTVIAAzdfl.jpg                                            2
https://pbs.twimg.com/media/CxqsX-8XUAAEvjD.jpg                                            2
https://pbs.twimg.com/media/CV_cnjHWUAADc-c.jpg                                            2
https://pbs.twimg.com/ext_tw_video_thumb/817423809049493505/pu/img/5OFW0yueFu9oTUiQ.jpg    2
https://pbs.twimg.com/media/Crwxb5yWgAAX5P_.jpg                                            2
https://pbs.twimg.com/media/CtVAvX-WIAAcGTf.jpg                                            2
https://pbs.twimg.com/tweet_video_thumb/CeBym7oXEAEWbEg.jpg                                2
https://pbs.twimg.com/media/Co-hmcYXYAASkiG.jpg                                            2
https://pbs.twimg.com/media/Ct72q9jWcAAhlnw.jpg                                            2
https://pbs.twimg.com/media/CUN4Or5UAAAa5K4.jpg                                            2
https://pbs.twimg.com/media/CU3mITUWIAAfyQS.jpg                                            2
https://pbs.twimg.com/media/CkNjahBXAAQ2kWo.jpg                                            2
https://pbs.twimg.com/media/CsVO7ljW8AAckRD.jpg                                            2
https://pbs.twimg.com/media/Cp6db4-XYAAMmqL.jpg                                            2
https://pbs.twimg.com/media/CtKHLuCWYAA2TTs.jpg                                            2
https://pbs.twimg.com/media/CvT6IV6WEAQhhV5.jpg                                            2
https://pbs.twimg.com/media/CpmyNumW8AAAJGj.jpg                                            2
https://pbs.twimg.com/ext_tw_video_thumb/807106774843039744/pu/img/8XZg1xW35Xp2J6JW.jpg    2
https://pbs.twimg.com/media/C2kzTGxWEAEOpPL.jpg                                            2
https://pbs.twimg.com/media/CsGnz64WYAEIDHJ.jpg                                            2
https://pbs.twimg.com/media/CWza7kpWcAAdYLc.jpg                                            2
https://pbs.twimg.com/media/CVMOlMiWwAA4Yxl.jpg                                            2
https://pbs.twimg.com/media/CsrjryzWgAAZY00.jpg                                            2
https://pbs.twimg.com/media/CiyHLocU4AI2pJu.jpg                                            2
https://pbs.twimg.com/media/Ck2d7tJWUAEPTL3.jpg                                            2
https://pbs.twimg.com/media/C4KHj-nWQAA3poV.jpg                                            2
https://pbs.twimg.com/media/Cbs3DOAXIAAp3Bd.jpg                                            2
https://pbs.twimg.com/media/DA7iHL5U0AA1OQo.jpg                                            2
https://pbs.twimg.com/media/C5H6jmgW8AAevqq.jpg                                            1
https://pbs.twimg.com/media/CcVOJEcXEAM0FHL.jpg                                            1
https://pbs.twimg.com/media/C1G7sXyWIAA10eH.jpg                                            1
https://pbs.twimg.com/media/Cz6Z0DgWIAAfdvp.jpg                                            1
https://pbs.twimg.com/media/Cd8Rpl0W0AAN1kU.jpg                                            1
https://pbs.twimg.com/media/C8GPrNDW4AAkLde.jpg                                            1
https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg                                            1
https://pbs.twimg.com/media/CU8VFhuVAAAQW8B.jpg                                            1
https://pbs.twimg.com/media/CVP9_beUEAAwURR.jpg                                            1
https://pbs.twimg.com/media/CaA-IR9VIAAqg5l.jpg                                            1
https://pbs.twimg.com/media/CZmdSD8UcAAnY5R.jpg                                            1
https://pbs.twimg.com/media/CY8gWFRWUAAm1XL.jpg                                            1
https://pbs.twimg.com/media/CZDT-mZWsAEK9BH.jpg                                            1
https://pbs.twimg.com/media/Cdese-zWEAArIqE.jpg                                            1
https://pbs.twimg.com/media/CUttjYtWcAAdPgI.jpg                                            1
https://pbs.twimg.com/media/CcHWqQCW8AEb0ZH.jpg                                            1
https://pbs.twimg.com/media/CUcECBYWcAAzFRg.jpg                                            1
https://pbs.twimg.com/media/CUi3PIrWoAAPvPT.jpg                                            1
https://pbs.twimg.com/media/CWt-MNIWEAAUC9S.jpg                                            1
https://pbs.twimg.com/media/CUroc7QW4AATIff.jpg                                            1
https://pbs.twimg.com/media/Co36VZfWcAEN3R3.jpg                                            1
https://pbs.twimg.com/media/CZSnKw8WwAAAN7q.jpg                                            1
https://pbs.twimg.com/media/CWmlvxJU4AEAqaN.jpg                                            1
https://pbs.twimg.com/media/Coy87yiWYAACtPf.jpg                                            1
https://pbs.twimg.com/media/CVJ2yR2UwAAdCzU.jpg                                            1
https://pbs.twimg.com/media/CfovbK4WIAAkTn3.jpg                                            1
https://pbs.twimg.com/media/Chkc1BQUoAAa96R.jpg                                            1
https://pbs.twimg.com/media/CUYEFlQXAAUkPGm.jpg                                            1
https://pbs.twimg.com/media/CVPDAR9XIAAm8QB.jpg                                            1
https://pbs.twimg.com/media/CVe7r7QVEAAc4Bg.jpg                                            1
https://pbs.twimg.com/media/CU9P717W4AAOlKx.jpg                                            1
https://pbs.twimg.com/media/DAOmEZiXYAAcv2S.jpg                                            1
https://pbs.twimg.com/media/CsaaaaxWgAEfzM7.jpg                                            1
https://pbs.twimg.com/media/Ch0LVPdW0AEdHgU.jpg                                            1
https://pbs.twimg.com/media/Ca31BTgWwAA4uNU.jpg                                            1
https://pbs.twimg.com/media/CVqZBO8WUAAd931.jpg                                            1
https://pbs.twimg.com/media/CdI7jDnW0AA2dtO.jpg                                            1
https://pbs.twimg.com/media/CUHr8WbWEAEBPgf.jpg                                            1
https://pbs.twimg.com/media/CbBuBhbWwAEGH29.jpg                                            1
https://pbs.twimg.com/media/Cfe5tLWXEAIaoFO.jpg                                            1
https://pbs.twimg.com/media/CpWnecZWIAAUFwt.jpg                                            1
https://pbs.twimg.com/ext_tw_video_thumb/737310236135043073/pu/img/_lG4DXmH-_XEq7Rc.jpg    1
https://pbs.twimg.com/media/CVzkA7-WsAAcXz6.jpg                                            1
https://pbs.twimg.com/media/CUhQIAhXAAA2j7u.jpg                                            1
https://pbs.twimg.com/media/Cs47N3eWcAEmgiW.jpg                                            1
https://pbs.twimg.com/media/CUOcVCwWsAERUKY.jpg                                            1
https://pbs.twimg.com/media/CfKNvU8WsAAvI9Z.jpg                                            1
https://pbs.twimg.com/media/CV4iqh5WcAEV1E6.jpg                                            1
https://pbs.twimg.com/media/CkTvJTdXAAAEfbT.jpg                                            1
https://pbs.twimg.com/media/CczOp_OWoAAo5zR.jpg                                            1
https://pbs.twimg.com/media/CcO66OjXEAASXmH.jpg                                            1
https://pbs.twimg.com/media/Chyy5lQWUAEzxSL.jpg                                            1
https://pbs.twimg.com/media/CWm6xySUEAAqfFU.jpg                                            1
https://pbs.twimg.com/media/CcWDTerUAAALORn.jpg                                            1
https://pbs.twimg.com/media/Ca5cPrJXIAImHtD.jpg                                            1
https://pbs.twimg.com/media/CcRKOzyXEAQO_HN.jpg                                            1
https://pbs.twimg.com/media/CVfU7KLXAAAAgIa.jpg                                            1
https://pbs.twimg.com/media/CkeJcNkXEAAcrks.jpg                                            1
https://pbs.twimg.com/media/DB5HTBGXUAE0TiK.jpg                                            1
https://pbs.twimg.com/media/C7t0IzLWkAINoft.jpg                                            1
https://pbs.twimg.com/media/CcLq7ipW4AArSGZ.jpg                                            1
https://pbs.twimg.com/media/CeW3MWMWQAEOMbq.jpg                                            1
https://pbs.twimg.com/media/CUiG6_ZXAAAPaw_.jpg                                            1
https://pbs.twimg.com/media/CV1B0WkWwAEBKVx.jpg                                            1
https://pbs.twimg.com/media/CUH7oLuUsAELWib.jpg                                            1
https://pbs.twimg.com/media/CVgbIobUYAEaeI3.jpg                                            1
https://pbs.twimg.com/ext_tw_video_thumb/772874595468795904/pu/img/t8gbjy2rA19xtQYR.jpg    1
https://pbs.twimg.com/media/CUnuuLEWEAAlKjN.jpg                                            1
https://pbs.twimg.com/media/CaVmajOWYAA1uNG.jpg                                            1
https://pbs.twimg.com/media/CpRKzZKWAAABGh7.jpg                                            1
https://pbs.twimg.com/media/C0eUHfWUAAANEYr.jpg                                            1
https://pbs.twimg.com/media/CVRLfeoW4AA_ldZ.jpg                                            1
https://pbs.twimg.com/media/CXaQqGbWMAAKEgN.jpg                                            1
https://pbs.twimg.com/media/C2UpLA-UcAEK_Fz.jpg                                            1
https://pbs.twimg.com/media/CUNyHTMUYAAQVch.jpg                                            1
https://pbs.twimg.com/media/C8lzFC4XcAAQxB4.jpg                                            1
https://pbs.twimg.com/media/CyeTku-XcAALkBd.jpg                                            1
https://pbs.twimg.com/media/CmFM7ngXEAEitfh.jpg                                            1
https://pbs.twimg.com/media/CWDrGH4UYAARoq_.jpg                                            1
https://pbs.twimg.com/media/CWcSAI-WUAAOB9W.jpg                                            1
https://pbs.twimg.com/media/CuqM0fVWAAAboKR.jpg                                            1
https://pbs.twimg.com/media/CXltdtaWYAIuX_V.jpg                                            1
https://pbs.twimg.com/media/ChvAQuMWMAAVaKD.jpg                                            1
https://pbs.twimg.com/media/CwWVe_3WEAAHAvx.jpg                                            1
https://pbs.twimg.com/media/CXSJGAQUQAAoG9Q.jpg                                            1
https://pbs.twimg.com/media/Cc0_2tXXEAA2iTY.jpg                                            1
https://pbs.twimg.com/media/Cw2uty8VQAAB0pL.jpg                                            1
https://pbs.twimg.com/media/CaV5mRDXEAAR8iG.jpg                                            1
https://pbs.twimg.com/media/CXpeVzQW8AApKYb.jpg                                            1
https://pbs.twimg.com/media/CfuVGl3WEAEKb16.jpg                                            1
https://pbs.twimg.com/media/CUg9gBvWoAAmx-2.jpg                                            1
https://pbs.twimg.com/media/CzrtWDbWEAAmIhy.jpg                                            1
https://pbs.twimg.com/media/CUJppKJWoAA75NP.jpg                                            1
https://pbs.twimg.com/media/C0jBJZVWQAA2_-X.jpg                                            1
https://pbs.twimg.com/media/CvOUw8vWYAAzJDq.jpg                                            1
https://pbs.twimg.com/media/CWNOdIpWoAAWid2.jpg                                            1
https://pbs.twimg.com/media/DDLdUrqXYAMOVzY.jpg                                            1
https://pbs.twimg.com/media/DD0pWm9XcAAeSBL.jpg                                            1
https://pbs.twimg.com/media/C_FWL0vVwAA13N7.jpg                                            1
https://pbs.twimg.com/media/CwI2XCvXEAEO8mc.jpg                                            1
https://pbs.twimg.com/media/CfznaXuUsAAH-py.jpg                                            1
https://pbs.twimg.com/media/CUSeGFNW4AAyyHC.jpg                                            1
https://pbs.twimg.com/media/C8cnjHuXsAAoZQf.jpg                                            1
https://pbs.twimg.com/media/CwHj-jGWAAAnsny.jpg                                            1
https://pbs.twimg.com/media/CXMqwIQWcAA2iE0.jpg                                            1
https://pbs.twimg.com/media/DDXmPrbWAAEKMvy.jpg                                            1
https://pbs.twimg.com/media/C0izZULWgAAKD-F.jpg                                            1
https://pbs.twimg.com/media/CUM2qWaWoAUZ06L.jpg                                            1
https://pbs.twimg.com/media/CZ2uU37UcAANzmK.jpg                                            1
https://pbs.twimg.com/media/C3MVTeHWcAAGNfx.jpg                                            1
https://pbs.twimg.com/media/DE-eAq6UwAA-jaE.jpg                                            1
https://pbs.twimg.com/media/CWehRdEWIAAySyO.jpg                                            1
https://pbs.twimg.com/media/CWSN-vaXAAA8Ehr.jpg                                            1
https://pbs.twimg.com/media/CX7qIcdWcAELJ7N.jpg                                            1
https://pbs.twimg.com/media/C-dTzBzXUAQRjYz.jpg                                            1
https://pbs.twimg.com/media/Cadfl6zWcAEZqIW.jpg                                            1
https://pbs.twimg.com/media/CVbeyGUU8AEq300.jpg                                            1
https://pbs.twimg.com/media/CUi6geuUYAIvE9n.jpg                                            1
https://pbs.twimg.com/media/CwYJBiHXgAQlvrh.jpg                                            1
https://pbs.twimg.com/media/DEi_N9qXYAAgEEw.jpg                                            1
https://pbs.twimg.com/media/C0jqVVOXUAAGJ0G.jpg                                            1
https://pbs.twimg.com/media/C0DhpcrUAAAnx88.jpg                                            1
https://pbs.twimg.com/media/CYLAWFMWMAEcRzb.jpg                                            1
https://pbs.twimg.com/media/Ck18CFcXIAAUWoy.jpg                                            1
https://pbs.twimg.com/media/C59LpELWUAEUmYh.jpg                                            1
https://pbs.twimg.com/media/C0dSk98WEAALyya.jpg                                            1
https://pbs.twimg.com/media/CUWdPsqWcAERQVv.jpg                                            1
https://pbs.twimg.com/media/CqzKfQgXEAAWIY-.jpg                                            1
https://pbs.twimg.com/media/CfN23ArXEAEkZkz.jpg                                            1
https://pbs.twimg.com/media/CUTN5V4XAAAIa4R.jpg                                            1
https://pbs.twimg.com/media/CWH8L72UkAAvjql.jpg                                            1
https://pbs.twimg.com/media/CW7bkW6WQAAksgB.jpg                                            1
https://pbs.twimg.com/media/CT56LSZWoAAlJj2.jpg                                            1
https://pbs.twimg.com/media/C1IT6rVXUAIvwYT.jpg                                            1
https://pbs.twimg.com/media/DBrlZk2UQAAfAkd.jpg                                            1
https://pbs.twimg.com/media/C9AohFoWsAUmxDs.jpg                                            1
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https://pbs.twimg.com/media/CdDkEkHWwAAAeUJ.jpg                                            1
https://pbs.twimg.com/media/CUxUSuaW4AAdQzv.jpg                                            1
https://pbs.twimg.com/media/DAr0tDZXUAEMvdu.jpg                                            1
https://pbs.twimg.com/media/CZ2-SRiWcAIjuM5.jpg                                            1
https://pbs.twimg.com/media/CUhiJ63WEAAw2qm.jpg                                            1
https://pbs.twimg.com/media/CaVRP4GWwAERC0v.jpg                                            1
https://pbs.twimg.com/media/DBINZcxXgAQ-R6P.jpg                                            1
https://pbs.twimg.com/media/CU8z65IUEAQBc4q.jpg                                            1
https://pbs.twimg.com/media/DFyBahAVwAAhUTd.jpg                                            1
https://pbs.twimg.com/media/CV1ffl3XAAAiFyr.jpg                                            1
https://pbs.twimg.com/media/C6atpTLWYAIL7bU.jpg                                            1
https://pbs.twimg.com/media/CbYd3C9WEAErJ4Z.jpg                                            1
https://pbs.twimg.com/media/CfKYfeBXIAAopp2.jpg                                            1
https://pbs.twimg.com/media/Cm9q2d3XEAAqO2m.jpg                                            1
https://pbs.twimg.com/media/CVo-JuMWwAAet6F.jpg                                            1
https://pbs.twimg.com/media/CrjC0JAWAAAjz6n.jpg                                            1
https://pbs.twimg.com/media/Czhf4XtVQAAIqpd.jpg                                            1
https://pbs.twimg.com/media/DEQGFgAXUAAEvfi.jpg                                            1
https://pbs.twimg.com/media/Cl0iFdeXEAQtPyT.jpg                                            1
https://pbs.twimg.com/media/CU6xVkbWsAAeHeU.jpg                                            1
https://pbs.twimg.com/media/CoOGZjiWAAEMKGx.jpg                                            1
https://pbs.twimg.com/media/CXHrcFYWcAEE5_L.jpg                                            1
https://pbs.twimg.com/media/CjzC2oGWYAAyIfG.jpg                                            1
https://pbs.twimg.com/media/C0iKPZIXUAAbDYV.jpg                                            1
https://pbs.twimg.com/media/CUS9PlUWwAANeAD.jpg                                            1
https://pbs.twimg.com/media/CYuVi9pWwAAbOGC.jpg                                            1
https://pbs.twimg.com/media/CUrjvxiVEAA94dH.jpg                                            1
https://pbs.twimg.com/media/CYP62A6WkAAOnL4.jpg                                            1
https://pbs.twimg.com/media/CYeWlh0WAAADhsj.jpg                                            1
https://pbs.twimg.com/media/CinrX2EWkAABDYt.jpg                                            1
https://pbs.twimg.com/media/C98z1ZAXsAEIFFn.jpg                                            1
https://pbs.twimg.com/media/C157Oq3WQAEOyHm.jpg                                            1
https://pbs.twimg.com/media/CUwdYL5UsAAP0XX.jpg                                            1
https://pbs.twimg.com/ext_tw_video_thumb/688211379870806016/pu/img/OI0VTwPYnsScQg8R.jpg    1
https://pbs.twimg.com/media/CUS4WJ-UsAEJj10.jpg                                            1
https://pbs.twimg.com/media/CmPp5pOXgAAD_SG.jpg                                            1
https://pbs.twimg.com/media/Coit84_VYAEMtLi.jpg                                            1
https://pbs.twimg.com/media/DEe2tZXXkAAwyX3.jpg                                            1
https://pbs.twimg.com/media/CpsyNtXWgAAqvs3.jpg                                            1
https://pbs.twimg.com/media/CV6gaUUWEAAnETq.jpg                                            1
https://pbs.twimg.com/media/C3w6RYbWQAAEQ25.jpg                                            1
https://pbs.twimg.com/media/CqFouXOXYAAYpzG.jpg                                            1
https://pbs.twimg.com/media/C-icm_WXUAAmuRR.jpg                                            1
https://pbs.twimg.com/media/CUXj4SgXAAETlu6.jpg                                            1
https://pbs.twimg.com/media/CYTUhn7WkAEXocW.jpg                                            1
https://pbs.twimg.com/media/DAZAUfBXcAAG_Nn.jpg                                            1
https://pbs.twimg.com/media/CvEAqQoWgAADj5K.jpg                                            1
https://pbs.twimg.com/media/CVvueeeWwAUcQLR.jpg                                            1
https://pbs.twimg.com/ext_tw_video_thumb/743509040018268160/pu/img/Ol2OgO5f8ciUp80r.jpg    1
https://pbs.twimg.com/media/CWzDWOkXAAAP0k7.jpg                                            1
https://pbs.twimg.com/media/CdDTJLMW4AEST--.jpg                                            1
https://pbs.twimg.com/media/Cp1R0ZTWcAAaPO4.jpg                                            1
https://pbs.twimg.com/media/CVeBQwiUsAAqhLw.jpg                                            1
https://pbs.twimg.com/media/C3dlVMbXAAUd-Gh.jpg                                            1
https://pbs.twimg.com/media/C3s_pYrXAAA1eqZ.jpg                                            1
https://pbs.twimg.com/media/CtzgXgeXYAA1Gxw.jpg                                            1
https://pbs.twimg.com/media/CiD3AfkXEAA3S_r.jpg                                            1
https://pbs.twimg.com/media/CjWMezdW0AErwU3.jpg                                            1
https://pbs.twimg.com/media/DCszHgmW0AAmIpT.jpg                                            1
https://pbs.twimg.com/media/CcovaMUXIAApFDl.jpg                                            1
https://pbs.twimg.com/media/CZNzV6cW0AAsX7p.jpg                                            1
https://pbs.twimg.com/media/CUoSjTnWwAANNak.jpg                                            1
https://pbs.twimg.com/media/CW9K9VeVAAE0j-x.jpg                                            1
https://pbs.twimg.com/media/CU8tOJZWUAAlNoF.jpg                                            1
https://pbs.twimg.com/media/CWerGmOXAAAm6NY.jpg                                            1
https://pbs.twimg.com/media/Ca0zxGjW8AEfyYl.jpg                                            1
https://pbs.twimg.com/media/CXW4wGHWsAE_eBD.jpg                                            1
https://pbs.twimg.com/media/C5XBp19WYAA5a_v.jpg                                            1
https://pbs.twimg.com/media/CdeUKpcWoAAJAWJ.jpg                                            1
https://pbs.twimg.com/media/CUYrBNQUkAA-zx4.jpg                                            1
https://pbs.twimg.com/media/CWPHMqKVAAAE78E.jpg                                            1
https://pbs.twimg.com/media/Cco8OmOXIAE0aCu.jpg                                            1
https://pbs.twimg.com/media/CU9N6upXAAAbtQe.jpg                                            1
https://pbs.twimg.com/media/CmsXg9AWgAAs6Ui.jpg                                            1
https://pbs.twimg.com/media/C-TIEwMW0AEjb55.jpg                                            1
https://pbs.twimg.com/media/CUxzQ-nWIAAgJUm.jpg                                            1
https://pbs.twimg.com/media/CX0kVRxWYAAWWZi.jpg                                            1
https://pbs.twimg.com/media/CvAr88kW8AEKNAO.jpg                                            1
https://pbs.twimg.com/media/CkMuP7SWkAAD-2R.jpg                                            1
https://pbs.twimg.com/media/CVGjflNWoAEwgrQ.jpg                                            1
https://pbs.twimg.com/media/C0Z2T_GWgAAxbL9.jpg                                            1
https://pbs.twimg.com/media/C5chM_jWAAQmov9.jpg                                            1
https://pbs.twimg.com/media/CgC1WqMW4AI1_N0.jpg                                            1
https://pbs.twimg.com/media/CxzXOyBW8AEu_Oi.jpg                                            1
https://pbs.twimg.com/media/CYpoAZTWEAA6vDs.jpg                                            1
https://pbs.twimg.com/media/Cq_Vy9KWcAIUIuv.jpg                                            1
https://pbs.twimg.com/media/CfU0t75W4AAUo9V.jpg                                            1
https://pbs.twimg.com/media/CWUZpydWcAAeipD.jpg                                            1
https://pbs.twimg.com/media/CVgxQc5XIAAYL0W.jpg                                            1
https://pbs.twimg.com/media/CUQ7tv3W4AA3KlI.jpg                                            1
https://pbs.twimg.com/media/C3_0yhCWEAETXj2.jpg                                            1
https://pbs.twimg.com/media/CmzRRY1WcAEoxwY.jpg                                            1
https://pbs.twimg.com/media/CubGchjXEAA6gpw.jpg                                            1
https://pbs.twimg.com/media/C59VqMUXEAAzldG.jpg                                            1
https://pbs.twimg.com/media/CWnznDTU4AAa-6P.jpg                                            1
https://pbs.twimg.com/media/CU8iYi2WsAEaqQ0.jpg                                            1
https://pbs.twimg.com/media/CY9xf1dUAAE4XLc.jpg                                            1
https://pbs.twimg.com/media/CpTRc4DUEAAYTq6.jpg                                            1
https://pbs.twimg.com/media/CVJ79MzW4AEpTom.jpg                                            1
https://pbs.twimg.com/media/CmnluwbXEAAqnkw.jpg                                            1
https://pbs.twimg.com/media/CtS_p9kXEAE2nh8.jpg                                            1
https://pbs.twimg.com/media/CkXEu2OUoAAs8yU.jpg                                            1
https://pbs.twimg.com/media/Cum5LlfWAAAyPcS.jpg                                            1
https://pbs.twimg.com/media/CnNKCKKWEAASCMI.jpg                                            1
https://pbs.twimg.com/media/DBMV3NnXUAAm0Pp.jpg                                            1
https://pbs.twimg.com/media/C7xzmngWkAAAp9C.jpg                                            1
https://pbs.twimg.com/media/C74kWqoU8AEaf3v.jpg                                            1
https://pbs.twimg.com/media/CUrNmtFWoAAnWCD.jpg                                            1
https://pbs.twimg.com/media/CVwHgblWcAACWOD.jpg                                            1
https://pbs.twimg.com/media/CUXSwy8W4AA6uet.jpg                                            1
https://pbs.twimg.com/ext_tw_video_thumb/677644010865999872/pu/img/zVHEMYnJKzq1SauT.jpg    1
https://pbs.twimg.com/media/CuCxIzyWEAQTnQA.jpg                                            1
https://pbs.twimg.com/media/C0kTjqIXgAAqpRi.jpg                                            1
https://pbs.twimg.com/media/DCdH8YpUQAAiEbL.jpg                                            1
https://pbs.twimg.com/media/CjLuzPvUoAAbU5k.jpg                                            1
https://pbs.twimg.com/media/CVbZsouWUAIsxMc.jpg                                            1
https://pbs.twimg.com/media/CwxfrguUUAA1cbl.jpg                                            1
https://pbs.twimg.com/media/CVL6op1WEAAUFE7.jpg                                            1
https://pbs.twimg.com/media/Cgc9AjMVIAERdUA.jpg                                            1
https://pbs.twimg.com/media/DEoH3yvXgAAzQtS.jpg                                            1
https://pbs.twimg.com/media/CWTSt0UW4AALMNB.jpg                                            1
https://pbs.twimg.com/media/CT5Qw94XAAA_2dP.jpg                                            1
https://pbs.twimg.com/media/CWMyl9EWUAAnZJ0.jpg                                            1
https://pbs.twimg.com/media/Cvi2FiKWgAAif1u.jpg                                            1
https://pbs.twimg.com/media/CtkFS72WcAAiUrs.jpg                                            1
https://pbs.twimg.com/media/DAClmHkXcAA1kSv.jpg                                            1
https://pbs.twimg.com/media/Cofmom_VUAA4dRO.jpg                                            1
https://pbs.twimg.com/media/DBFtiYqWAAAsjj1.jpg                                            1
https://pbs.twimg.com/media/Cew5kyOWsAA8Y_o.jpg                                            1
https://pbs.twimg.com/media/CWZdaGxXAAAjGjb.jpg                                            1
https://pbs.twimg.com/media/CwMU34YWIAAz1nU.jpg                                            1
https://pbs.twimg.com/media/CdXY-GHWoAALing.jpg                                            1
https://pbs.twimg.com/media/CUQ_QahUAAAVQjn.jpg                                            1
https://pbs.twimg.com/media/CVL-goTWoAEUfhy.jpg                                            1
https://pbs.twimg.com/media/CUXDGR2WcAAUQKz.jpg                                            1
https://pbs.twimg.com/media/CVfwXuWWIAAqnoi.jpg                                            1
https://pbs.twimg.com/media/CUrFUvDVAAA9H-F.jpg                                            1
https://pbs.twimg.com/media/C0szZh_XUAAm9je.jpg                                            1
https://pbs.twimg.com/media/CV_wCh8W4AEWWZ9.jpg                                            1
https://pbs.twimg.com/media/CW4tL1vWcAIw1dw.jpg                                            1
https://pbs.twimg.com/media/CY816snW8AYltrQ.jpg                                            1
https://pbs.twimg.com/media/CZNj8N-WQAMXASZ.jpg                                            1
https://pbs.twimg.com/media/DEAz_HHXsAA-p_z.jpg                                            1
https://pbs.twimg.com/media/CVRkLuJWUAAhhYp.jpg                                            1
https://pbs.twimg.com/media/CUsx8q_WUAA-m4k.jpg                                            1
https://pbs.twimg.com/media/CkEKe3QWYAAwoDy.jpg                                            1
https://pbs.twimg.com/media/CkEMBz9WYAAGLaa.jpg                                            1
https://pbs.twimg.com/media/CjWANBlVAAAaN-a.jpg                                            1
https://pbs.twimg.com/media/CVz7FxXWUAAlTRP.jpg                                            1
https://pbs.twimg.com/media/CUrLsI-UsAALfUL.jpg                                            1
https://pbs.twimg.com/media/CcLS6QKUcAAUuPa.jpg                                            1
https://pbs.twimg.com/media/Cv8moW9W8AIHOxR.jpg                                            1
https://pbs.twimg.com/media/CUw3_QiUEAA8cT9.jpg                                            1
https://pbs.twimg.com/media/CUTyJpHWcAATl0O.jpg                                            1
https://pbs.twimg.com/media/C1h4_MEXUAARxQF.jpg                                            1
https://pbs.twimg.com/media/ChqK2cVWMAAE5Zj.jpg                                            1
https://pbs.twimg.com/media/CU3W9ELWEAEdUA0.jpg                                            1
https://pbs.twimg.com/media/CUTl5m1WUAAabZG.jpg                                            1
https://pbs.twimg.com/media/C9oNt91WAAAFSLS.jpg                                            1
https://pbs.twimg.com/media/CVEbFDRWsAAkN_7.jpg                                            1
https://pbs.twimg.com/media/CXcQfUNUQAEwFoQ.jpg                                            1
https://pbs.twimg.com/media/CU37pEoWUAAitje.jpg                                            1
https://pbs.twimg.com/media/CVROAIfWsAECA5t.jpg                                            1
https://pbs.twimg.com/media/DC5YqoQW0AArOLH.jpg                                            1
https://pbs.twimg.com/media/CZIJD2SWIAMJgNI.jpg                                            1
https://pbs.twimg.com/media/CY2iwGNWUAI5zWi.jpg                                            1
https://pbs.twimg.com/media/CkZVdJ6WYAAXZ5A.jpg                                            1
https://pbs.twimg.com/media/CXBq6RPWkAAaNuU.jpg                                            1
https://pbs.twimg.com/media/C-3wvtxXcAUTuBE.jpg                                            1
https://pbs.twimg.com/media/CUixld6WoAArDrJ.jpg                                            1
https://pbs.twimg.com/media/CmZ3YH9WEAAowi3.jpg                                            1
https://pbs.twimg.com/media/C3Iwlr0WYAARVh4.jpg                                            1
https://pbs.twimg.com/media/CfjE5FRXEAErFWR.jpg                                            1
https://pbs.twimg.com/media/CVMJ9guXAAAhAiK.jpg                                            1
https://pbs.twimg.com/media/Ce6qZC2WAAAcSoI.jpg                                            1
https://pbs.twimg.com/media/CYEvSaRWwAAukZ_.jpg                                            1
https://pbs.twimg.com/media/C9VNNp1XkAEWRFb.jpg                                            1
https://pbs.twimg.com/media/CZNtgWhWkAAbq3W.jpg                                            1
https://pbs.twimg.com/media/CVqwedgXIAEAT6A.jpg                                            1
https://pbs.twimg.com/media/C41FIiAW8AA7lMr.jpg                                            1
https://pbs.twimg.com/media/CYKQS0xUQAEOptC.jpg                                            1
https://pbs.twimg.com/media/C6MrOsEXQAENOds.jpg                                            1
https://pbs.twimg.com/media/CXw2jSpWMAAad6V.jpg                                            1
https://pbs.twimg.com/media/CdNOb17WwAA5z4A.jpg                                            1
https://pbs.twimg.com/media/CmDgPTsWEAIi2T1.jpg                                            1
https://pbs.twimg.com/media/CT8QCd1WEAADXws.jpg                                            1
https://pbs.twimg.com/media/C4qdThOWAAI3WX3.jpg                                            1
https://pbs.twimg.com/media/DA33i0XXsAEQtCA.jpg                                            1
https://pbs.twimg.com/media/DBW35ZsVoAEWZUU.jpg                                            1
https://pbs.twimg.com/media/CiOEnI6WgAAmq4E.jpg                                            1
https://pbs.twimg.com/media/CyXPzXRWgAAvd1j.jpg                                            1
https://pbs.twimg.com/media/C5EdT4jWEAARv2C.jpg                                            1
https://pbs.twimg.com/media/DE5Se8FXcAAJFx4.jpg                                            1
https://pbs.twimg.com/media/CyI3zXgWEAACQfB.jpg                                            1
https://pbs.twimg.com/media/Cmjzc-oWEAESFCm.jpg                                            1
https://pbs.twimg.com/media/Cl6odlVWQAIy5uk.jpg                                            1
https://pbs.twimg.com/media/C6g-sX-VsAAHfJ9.jpg                                            1
https://pbs.twimg.com/media/CnlmeL3WgAA4c84.jpg                                            1
https://pbs.twimg.com/media/C7iNfq1W0AAcbsR.jpg                                            1
https://pbs.twimg.com/media/CcvbGj5W8AARjB6.jpg                                            1
https://pbs.twimg.com/media/C0TAnZIUAAAADKs.jpg                                            1
https://pbs.twimg.com/media/CxPPnCYWIAAo_ao.jpg                                            1
https://pbs.twimg.com/media/CncseIzWgAA4ghH.jpg                                            1
https://pbs.twimg.com/media/CU3FbQgVAAACdCQ.jpg                                            1
https://pbs.twimg.com/media/DBUxSSTXsAA-Jn1.jpg                                            1
https://pbs.twimg.com/media/CVahaz9XAAA8uTy.jpg                                            1
https://pbs.twimg.com/media/CWoyfMiWUAAmGdd.jpg                                            1
https://pbs.twimg.com/media/CgwuWCeW4AAsgbD.jpg                                            1
https://pbs.twimg.com/ext_tw_video_thumb/879415784908390401/pu/img/cX7XI1TnUsseGET5.jpg    1
https://pbs.twimg.com/media/DDrk-f9WAAI-WQv.jpg                                            1
https://pbs.twimg.com/media/CdcGBB3WwAAGBuU.jpg                                            1
Name: jpg_url, dtype: int64
In [50]:
image_prediction.p1.value_counts()
Out[50]:
golden_retriever                  150
Labrador_retriever                100
Pembroke                           89
Chihuahua                          83
pug                                57
chow                               44
Samoyed                            43
toy_poodle                         39
Pomeranian                         38
malamute                           30
cocker_spaniel                     30
French_bulldog                     26
miniature_pinscher                 23
Chesapeake_Bay_retriever           23
seat_belt                          22
Staffordshire_bullterrier          20
German_shepherd                    20
Siberian_husky                     20
Cardigan                           19
web_site                           19
Shetland_sheepdog                  18
beagle                             18
Maltese_dog                        18
teddy                              18
Eskimo_dog                         18
Rottweiler                         17
Shih-Tzu                           17
Lakeland_terrier                   17
Italian_greyhound                  16
kuvasz                             16
West_Highland_white_terrier        14
Great_Pyrenees                     14
basset                             13
Pekinese                           13
American_Staffordshire_terrier     13
dalmatian                          13
vizsla                             13
Old_English_sheepdog               12
Border_collie                      12
Airedale                           12
soft-coated_wheaten_terrier        11
Blenheim_spaniel                   11
kelpie                             11
collie                             10
Bernese_mountain_dog               10
English_springer                   10
schipperke                         10
boxer                              10
Boston_bull                         9
Great_Dane                          9
borzoi                              9
tennis_ball                         9
whippet                             9
dingo                               9
malinois                            9
Yorkshire_terrier                   8
standard_poodle                     8
Doberman                            8
flat-coated_retriever               8
papillon                            8
doormat                             8
miniature_poodle                    8
English_setter                      8
Norwegian_elkhound                  8
bloodhound                          7
Brittany_spaniel                    7
tub                                 7
German_short-haired_pointer         7
swing                               7
Siamese_cat                         7
Norfolk_terrier                     7
hamster                             7
Saint_Bernard                       7
basenji                             7
Border_terrier                      7
bath_towel                          7
Dandie_Dinmont                      6
llama                               6
Irish_terrier                       6
redbone                             6
ice_bear                            6
home_theater                        6
car_mirror                          6
Irish_setter                        6
porcupine                           5
Tibetan_mastiff                     5
Bedlington_terrier                  5
shopping_cart                       5
minivan                             5
bull_mastiff                        5
Walker_hound                        5
ox                                  5
hippopotamus                        5
Newfoundland                        5
Lhasa                               5
jigsaw_puzzle                       4
Weimaraner                          4
bow_tie                             4
Tibetan_terrier                     4
brown_bear                          4
wombat                              4
Saluki                              4
Gordon_setter                       4
Mexican_hairless                    4
goose                               4
barrow                              4
Arctic_fox                          4
Norwich_terrier                     4
bathtub                             4
patio                               4
Rhodesian_ridgeback                 4
Afghan_hound                        4
keeshond                            4
guinea_pig                          4
hog                                 4
miniature_schnauzer                 4
bluetick                            4
komondor                            3
seashore                            3
triceratops                         3
dishwasher                          3
Ibizan_hound                        3
Arabian_camel                       3
window_shade                        3
Leonberg                            3
cairn                               3
cowboy_hat                          3
Christmas_stocking                  3
toilet_tissue                       3
refrigerator                        3
mousetrap                           3
jack-o'-lantern                     3
balloon                             3
wood_rabbit                         3
prison                              3
ram                                 3
vacuum                              3
stone_wall                          3
comic_book                          3
Greater_Swiss_Mountain_dog          3
muzzle                              3
Scottish_deerhound                  3
sea_lion                            3
ski_mask                            3
Irish_water_spaniel                 3
Brabancon_griffon                   3
briard                              3
Welsh_springer_spaniel              3
curly-coated_retriever              3
motor_scooter                       3
washbasin                           3
white_wolf                          3
giant_schnauzer                     3
common_iguana                       3
space_heater                        3
wool                                2
lakeside                            2
birdhouse                           2
geyser                              2
frilled_lizard                      2
tabby                               2
tusker                              2
bustard                             2
hen                                 2
badger                              2
snorkel                             2
paddle                              2
axolotl                             2
gondola                             2
feather_boa                         2
hermit_crab                         2
koala                               2
black-and-tan_coonhound             2
wallaby                             2
Sussex_spaniel                      2
hyena                               2
box_turtle                          2
chimpanzee                          2
snail                               2
laptop                              2
upright                             2
toyshop                             2
Australian_terrier                  2
street_sign                         2
jellyfish                           2
cash_machine                        2
ostrich                             2
leatherback_turtle                  2
gas_pump                            2
dough                               2
Angora                              2
toy_terrier                         2
weasel                              2
meerkat                             2
acorn_squash                        2
sorrel                              2
paper_towel                         2
dogsled                             2
shower_curtain                      2
wire-haired_fox_terrier             2
Loafer                              2
Appenzeller                         2
bubble                              2
beach_wagon                         1
handkerchief                        1
Madagascar_cat                      1
padlock                             1
restaurant                          1
military_uniform                    1
sundial                             1
bearskin                            1
timber_wolf                         1
cuirass                             1
ice_lolly                           1
long-horned_beetle                  1
groenendael                         1
envelope                            1
hammer                              1
hand_blower                         1
limousine                           1
washer                              1
grille                              1
binoculars                          1
trombone                            1
orange                              1
harp                                1
bonnet                              1
platypus                            1
Egyptian_cat                        1
zebra                               1
pencil_box                          1
maillot                             1
tick                                1
African_hunting_dog                 1
cup                                 1
three-toed_sloth                    1
terrapin                            1
fire_engine                         1
lacewing                            1
tricycle                            1
panpipe                             1
book_jacket                         1
African_grey                        1
flamingo                            1
fiddler_crab                        1
cougar                              1
convertible                         1
hay                                 1
pot                                 1
lynx                                1
bookcase                            1
wild_boar                           1
silky_terrier                       1
pool_table                          1
coho                                1
dining_table                        1
desktop_computer                    1
sunglasses                          1
rotisserie                          1
bakery                              1
remote_control                      1
shopping_basket                     1
cheetah                             1
mud_turtle                          1
killer_whale                        1
peacock                             1
carton                              1
lawn_mower                          1
hare                                1
toilet_seat                         1
damselfly                           1
robin                               1
microphone                          1
traffic_light                       1
park_bench                          1
Scotch_terrier                      1
giant_panda                         1
grey_fox                            1
bee_eater                           1
water_bottle                        1
picket_fence                        1
water_buffalo                       1
ibex                                1
sliding_door                        1
king_penguin                        1
guenon                              1
clog                                1
leopard                             1
mailbox                             1
school_bus                          1
starfish                            1
wooden_spoon                        1
otter                               1
crash_helmet                        1
pole                                1
hummingbird                         1
EntleBucher                         1
rapeseed                            1
snowmobile                          1
pillow                              1
Japanese_spaniel                    1
stove                               1
rain_barrel                         1
quilt                               1
piggy_bank                          1
clumber                             1
ocarina                             1
standard_schnauzer                  1
tiger_shark                         1
bald_eagle                          1
swab                                1
African_crocodile                   1
dhole                               1
bookshop                            1
earthstar                           1
cliff                               1
carousel                            1
ping-pong_ball                      1
syringe                             1
mortarboard                         1
lorikeet                            1
electric_fan                        1
bannister                           1
marmot                              1
slug                                1
banana                              1
suit                                1
skunk                               1
barbell                             1
agama                               1
hotdog                              1
four-poster                         1
jersey                              1
loupe                               1
sulphur-crested_cockatoo            1
leaf_beetle                         1
cowboy_boot                         1
maze                                1
coil                                1
shield                              1
coffee_mug                          1
black-footed_ferret                 1
lion                                1
soccer_ball                         1
conch                               1
bison                               1
boathouse                           1
prayer_rug                          1
teapot                              1
nail                                1
tailed_frog                         1
walking_stick                       1
candle                              1
china_cabinet                       1
coral_reef                          1
radio_telescope                     1
pedestal                            1
bighorn                             1
fountain                            1
basketball                          1
scorpion                            1
bib                                 1
beaver                              1
bow                                 1
microwave                           1
alp                                 1
crane                               1
minibus                             1
sea_urchin                          1
studio_couch                        1
polecat                             1
cheeseburger                        1
canoe                               1
pitcher                             1
sandbar                             1
revolver                            1
espresso                            1
American_black_bear                 1
Name: p1, dtype: int64
In [51]:
image_prediction.p1_conf.value_counts()
Out[51]:
0.366248    2
0.713293    2
0.375098    2
0.636169    2
0.611525    2
0.420463    2
0.581403    2
0.403698    2
0.530104    2
0.254856    2
0.346545    2
0.721188    2
0.677408    2
0.907083    2
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0.372202    2
0.274637    2
0.600276    2
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0.615163    2
0.556595    2
0.995143    2
0.809197    2
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0.474292    2
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0.316565    2
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0.861651    2
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0.740220    2
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0.586937    2
0.967397    2
0.153718    2
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0.240602    2
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0.843799    2
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0.351308    2
0.873233    2
0.908703    2
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0.868671    2
0.192717    1
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0.382690    1
0.858764    1
0.974075    1
0.355060    1
0.381377    1
0.561027    1
0.165383    1
0.799795    1
0.719559    1
0.908491    1
0.711148    1
0.958834    1
0.451852    1
0.609283    1
0.995466    1
0.550506    1
0.355395    1
0.602957    1
0.935804    1
0.979515    1
0.873488    1
0.859046    1
0.992732    1
0.259916    1
0.299708    1
0.781201    1
0.676102    1
0.532441    1
0.997121    1
0.792059    1
0.166563    1
0.950526    1
0.462952    1
0.835491    1
0.991273    1
0.903064    1
0.606654    1
0.600186    1
0.678547    1
0.515919    1
0.708163    1
0.863987    1
0.414965    1
0.887771    1
0.589066    1
0.587764    1
0.298617    1
0.657275    1
0.311928    1
0.304175    1
0.784398    1
0.330171    1
0.536593    1
0.778503    1
0.662183    1
0.371361    1
0.394404    1
0.888468    1
0.613852    1
0.940724    1
0.936882    1
0.466149    1
0.471351    1
0.966896    1
0.949215    1
0.575751    1
0.381955    1
0.517479    1
0.508392    1
0.949609    1
0.384188    1
0.938617    1
0.354674    1
0.771984    1
0.665516    1
0.995535    1
0.378643    1
0.279846    1
0.089165    1
0.697303    1
0.814405    1
0.880499    1
0.903712    1
0.999823    1
0.990736    1
0.943575    1
0.972019    1
0.283640    1
0.974781    1
0.339850    1
0.864415    1
0.340806    1
0.997556    1
0.799319    1
0.459515    1
0.778546    1
0.505675    1
0.586951    1
0.128935    1
0.168290    1
0.352857    1
0.568789    1
0.662660    1
0.610453    1
0.670892    1
0.929196    1
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0.326122    1
0.469373    1
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0.176320    1
0.989882    1
0.955156    1
0.914685    1
0.740013    1
0.999956    1
0.763539    1
0.750906    1
0.072885    1
0.206479    1
0.182898    1
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0.920367    1
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0.633652    1
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0.655180    1
0.841001    1
0.172078    1
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0.278600    1
0.793469    1
0.663047    1
0.457356    1
0.999876    1
0.859499    1
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0.508951    1
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0.772685    1
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0.155144    1
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0.352547    1
0.523926    1
0.998275    1
0.678651    1
0.444499    1
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0.214200    1
0.846986    1
0.654762    1
0.449298    1
0.678555    1
0.990253    1
0.432580    1
0.098283    1
0.132440    1
0.999223    1
0.992069    1
0.190786    1
0.612635    1
0.929390    1
0.915303    1
0.889801    1
0.412893    1
0.525434    1
0.394486    1
0.853170    1
0.105171    1
0.962139    1
0.335761    1
0.722218    1
0.342734    1
0.626913    1
0.311325    1
0.661178    1
0.809466    1
0.341703    1
0.920992    1
0.931668    1
0.946224    1
0.519047    1
0.521931    1
0.957365    1
0.236920    1
0.528819    1
0.979206    1
0.708034    1
0.538354    1
0.993887    1
0.990300    1
0.291539    1
0.233378    1
0.321676    1
0.384099    1
0.237638    1
0.932401    1
0.702583    1
0.515933    1
0.194610    1
0.542982    1
0.643147    1
0.303781    1
0.895698    1
0.478193    1
0.449268    1
0.594333    1
0.738371    1
0.854861    1
0.262802    1
0.432748    1
0.735480    1
0.599076    1
0.516257    1
0.749368    1
0.573140    1
0.665238    1
0.996952    1
0.848735    1
0.493257    1
0.584580    1
0.990715    1
0.736759    1
0.422806    1
0.929266    1
0.482401    1
0.998021    1
0.240173    1
0.909533    1
0.786468    1
0.619782    1
0.280835    1
0.271109    1
0.483228    1
0.556524    1
0.176423    1
0.318981    1
0.733025    1
0.730152    1
0.436023    1
0.479008    1
0.162935    1
0.897162    1
0.320420    1
0.999833    1
0.995873    1
0.523206    1
0.942911    1
0.537652    1
0.672791    1
0.952258    1
0.855959    1
0.665578    1
0.841265    1
0.668164    1
0.946828    1
0.714719    1
0.352946    1
0.713102    1
0.765266    1
0.491022    1
0.905334    1
1.000000    1
Name: p1_conf, dtype: int64
In [52]:
image_prediction.p1_dog.value_counts()
Out[52]:
True     1532
False     543
Name: p1_dog, dtype: int64
In [53]:
image_prediction.p2.value_counts()
Out[53]:
Labrador_retriever                104
golden_retriever                   92
Cardigan                           73
Chihuahua                          44
Pomeranian                         42
French_bulldog                     41
Chesapeake_Bay_retriever           41
toy_poodle                         37
cocker_spaniel                     34
Siberian_husky                     33
miniature_poodle                   33
beagle                             28
Pembroke                           27
collie                             27
Eskimo_dog                         27
kuvasz                             26
Italian_greyhound                  22
American_Staffordshire_terrier     21
Pekinese                           21
chow                               20
Samoyed                            20
miniature_pinscher                 20
toy_terrier                        20
malinois                           20
Norwegian_elkhound                 19
Boston_bull                        19
Staffordshire_bullterrier          18
Irish_terrier                      17
pug                                17
Shih-Tzu                           16
kelpie                             16
Tibetan_mastiff                    15
whippet                            15
basset                             15
bull_mastiff                       14
Great_Pyrenees                     14
German_shepherd                    14
West_Highland_white_terrier        13
boxer                              13
malamute                           13
Shetland_sheepdog                  13
soft-coated_wheaten_terrier        12
black-and-tan_coonhound            12
Border_collie                      12
doormat                            12
seat_belt                          12
redbone                            12
Irish_setter                       11
Lhasa                              11
teddy                              11
borzoi                             11
English_springer                   10
Siamese_cat                        10
Brabancon_griffon                  10
groenendael                        10
Welsh_springer_spaniel              9
Maltese_dog                         9
ice_bear                            9
Lakeland_terrier                    9
papillon                            8
Great_Dane                          8
standard_poodle                     8
Rhodesian_ridgeback                 8
Rottweiler                          8
Brittany_spaniel                    8
Tibetan_terrier                     8
schipperke                          8
Airedale                            7
Newfoundland                        7
German_short-haired_pointer         7
flat-coated_retriever               7
Ibizan_hound                        7
vizsla                              7
English_setter                      7
Saint_Bernard                       6
guinea_pig                          6
llama                               6
Walker_hound                        6
Greater_Swiss_Mountain_dog          6
Old_English_sheepdog                6
Doberman                            6
bluetick                            6
Norfolk_terrier                     6
bathtub                             6
keeshond                            6
silky_terrier                       6
Sussex_spaniel                      6
basenji                             6
bloodhound                          6
bath_towel                          6
hamster                             6
Bedlington_terrier                  5
Leonberg                            5
tub                                 5
Afghan_hound                        5
Norwich_terrier                     5
Yorkshire_terrier                   5
sunglasses                          5
wire-haired_fox_terrier             4
Mexican_hairless                    4
badger                              4
Border_terrier                      4
muzzle                              4
Saluki                              4
studio_couch                        4
Blenheim_spaniel                    4
weasel                              4
dalmatian                           4
Arctic_fox                          4
mink                                4
window_screen                       4
koala                               4
briard                              4
dishwasher                          4
cairn                               4
Arabian_camel                       4
sea_lion                            4
otterhound                          4
Dandie_Dinmont                      4
Angora                              4
ram                                 4
skunk                               4
hog                                 4
toilet_seat                         3
lakeside                            3
paddle                              3
feather_boa                         3
miniature_schnauzer                 3
dingo                               3
Irish_wolfhound                     3
Appenzeller                         3
American_black_bear                 3
fur_coat                            3
oscilloscope                        3
envelope                            3
swab                                3
carton                              3
Indian_elephant                     3
fountain                            3
tennis_ball                         3
hen                                 3
beach_wagon                         3
black-footed_ferret                 3
monitor                             3
shopping_basket                     3
Christmas_stocking                  3
Weimaraner                          3
meerkat                             3
cash_machine                        3
bow_tie                             2
American_alligator                  2
giant_schnauzer                     2
palace                              2
quilt                               2
minivan                             2
cup                                 2
orange                              2
prison                              2
hare                                2
tabby                               2
mongoose                            2
Sealyham_terrier                    2
quill                               2
gibbon                              2
frilled_lizard                      2
ox                                  2
plow                                2
black_widow                         2
slug                                2
jean                                2
jaguar                              2
English_foxhound                    2
Persian_cat                         2
warthog                             2
bison                               2
toyshop                             2
beaver                              2
harvester                           2
swing                               2
wallet                              2
gorilla                             2
rotisserie                          2
punching_bag                        2
entertainment_center                2
mask                                2
cock                                2
sleeping_bag                        2
terrapin                            2
rhinoceros_beetle                   2
pillow                              2
four-poster                         2
corn                                2
goldfish                            2
prayer_rug                          2
house_finch                         2
chain_saw                           2
binoculars                          2
marmot                              2
great_white_shark                   2
macaque                             2
loggerhead                          2
Australian_terrier                  2
wig                                 2
curly-coated_retriever              2
crossword_puzzle                    2
dhole                               2
sports_car                          2
barrel                              2
bighorn                             2
Scotch_terrier                      2
radiator                            2
bakery                              2
tow_truck                           2
tailed_frog                         2
pickup                              1
hummingbird                         1
toaster                             1
red_fox                             1
soccer_ball                         1
hay                                 1
affenpinscher                       1
shopping_cart                       1
neck_brace                          1
porcupine                           1
hair_spray                          1
mailbox                             1
shower_cap                          1
giant_panda                         1
umbrella                            1
polecat                             1
water_buffalo                       1
water_bottle                        1
dam                                 1
nail                                1
necklace                            1
bearskin                            1
bagel                               1
quail                               1
maillot                             1
komondor                            1
grey_fox                            1
crib                                1
wood_rabbit                         1
seashore                            1
birdhouse                           1
desk                                1
breakwater                          1
bobsled                             1
purse                               1
cowboy_hat                          1
police_van                          1
lesser_panda                        1
siamang                             1
laptop                              1
sombrero                            1
patio                               1
lampshade                           1
toucan                              1
rifle                               1
crate                               1
volcano                             1
shovel                              1
handkerchief                        1
crutch                              1
waffle_iron                         1
cockroach                           1
hamper                              1
moped                               1
pelican                             1
snowmobile                          1
stingray                            1
spotlight                           1
can_opener                          1
wombat                              1
spatula                             1
web_site                            1
white_wolf                          1
stove                               1
dock                                1
boathouse                           1
sweatshirt                          1
sandbar                             1
cliff                               1
common_newt                         1
grey_whale                          1
dugong                              1
shower_curtain                      1
tarantula                           1
armadillo                           1
otter                               1
minibus                             1
television                          1
chain_mail                          1
sliding_door                        1
sock                                1
rain_barrel                         1
indri                               1
table_lamp                          1
hand-held_computer                  1
tray                                1
printer                             1
sulphur_butterfly                   1
bow                                 1
Gila_monster                        1
canoe                               1
medicine_chest                      1
washbasin                           1
Bernese_mountain_dog                1
folding_chair                       1
mashed_potato                       1
space_heater                        1
sunglass                            1
window_shade                        1
rule                                1
barbershop                          1
pier                                1
mosquito_net                        1
banded_gecko                        1
cowboy_boot                         1
shoji                               1
cardigan                            1
hatchet                             1
peacock                             1
jigsaw_puzzle                       1
solar_dish                          1
mud_turtle                          1
African_hunting_dog                 1
racket                              1
snorkel                             1
coral_fungus                        1
ice_lolly                           1
chimpanzee                          1
paper_towel                         1
triceratops                         1
hair_slide                          1
spindle                             1
cloak                               1
sea_urchin                          1
snail                               1
bib                                 1
hotdog                              1
cannon                              1
assault_rifle                       1
hyena                               1
dining_table                        1
goose                               1
saltshaker                          1
ashcan                              1
basketball                          1
killer_whale                        1
breastplate                         1
Kerry_blue_terrier                  1
projectile                          1
spotted_salamander                  1
cradle                              1
Madagascar_cat                      1
standard_schnauzer                  1
sandal                              1
coral_reef                          1
lifeboat                            1
china_cabinet                       1
confectionery                       1
knee_pad                            1
computer_keyboard                   1
Japanese_spaniel                    1
bannister                           1
EntleBucher                         1
screw                               1
streetcar                           1
timber_wolf                         1
wallaby                             1
home_theater                        1
cornet                              1
cougar                              1
sarong                              1
menu                                1
drake                               1
dumbbell                            1
turnstile                           1
academic_gown                       1
apron                               1
European_gallinule                  1
torch                               1
comic_book                          1
bathing_cap                         1
iPod                                1
accordion                           1
junco                               1
promontory                          1
horse_cart                          1
cab                                 1
lighter                             1
coffee_mug                          1
tiger                               1
barracouta                          1
lawn_mower                          1
trench_coat                         1
tree_frog                           1
Windsor_tie                         1
platypus                            1
tick                                1
bucket                              1
leafhopper                          1
oxygen_mask                         1
brown_bear                          1
Name: p2, dtype: int64
In [54]:
image_prediction.p2_conf.value_counts()
Out[54]:
6.936170e-02    3
2.790660e-02    2
1.936540e-01    2
2.719290e-01    2
3.142710e-03    2
1.970210e-01    2
3.476090e-01    2
1.510470e-01    2
5.272400e-02    2
1.531260e-01    2
1.192560e-01    2
2.271500e-01    2
5.709090e-02    2
1.499500e-01    2
2.511950e-02    2
1.659300e-01    2
1.905030e-01    2
1.276300e-02    2
1.813510e-01    2
3.251060e-01    2
2.008910e-02    2
1.728440e-01    2
1.422040e-01    2
1.524450e-01    2
5.295590e-02    2
9.998390e-02    2
9.394020e-02    2
2.527060e-01    2
1.407980e-01    2
1.306110e-01    2
2.098520e-01    2
2.956900e-01    2
1.595090e-01    2
1.920310e-01    2
3.685660e-01    2
1.129430e-01    2
1.662460e-01    2
4.551860e-02    2
1.083820e-01    2
2.277160e-01    2
2.515300e-01    2
1.185630e-03    2
3.370530e-01    2
1.504870e-01    2
3.043590e-03    2
1.203580e-01    2
4.999530e-02    2
1.713930e-01    2
9.509520e-02    2
3.982600e-01    2
4.231910e-02    2
1.554130e-01    2
6.160450e-02    2
1.371870e-01    2
4.446180e-02    2
2.727340e-01    2
2.197210e-01    2
1.158370e-02    2
3.392510e-01    2
6.489700e-02    2
8.349880e-02    2
2.013580e-01    2
2.419290e-01    2
2.457730e-01    2
1.326400e-01    2
1.628500e-01    2
5.495000e-02    2
3.452980e-01    2
1.973140e-01    2
1.664140e-02    2
4.330580e-02    1
2.622710e-01    1
6.300490e-03    1
2.252940e-02    1
3.404740e-01    1
5.421470e-02    1
6.307820e-02    1
2.040540e-02    1
4.240760e-02    1
6.869820e-02    1
1.335790e-01    1
5.663940e-02    1
1.160420e-01    1
2.428930e-02    1
2.108450e-02    1
1.054160e-01    1
1.604390e-01    1
2.731760e-01    1
9.502280e-02    1
1.324490e-01    1
1.490640e-01    1
2.702260e-01    1
2.708930e-01    1
1.952230e-02    1
1.594990e-02    1
5.508960e-02    1
4.032130e-03    1
2.733950e-02    1
1.329440e-01    1
1.107480e-01    1
1.280770e-01    1
3.855870e-02    1
2.660300e-01    1
1.917890e-01    1
3.191360e-01    1
3.078010e-01    1
1.413120e-03    1
4.401220e-01    1
5.820500e-02    1
6.483100e-02    1
1.142660e-02    1
2.078350e-01    1
1.360120e-01    1
1.996190e-01    1
4.057410e-02    1
2.890960e-02    1
2.390150e-01    1
3.349290e-01    1
6.325080e-03    1
9.249390e-02    1
2.030670e-02    1
6.599040e-02    1
3.972680e-03    1
2.431920e-01    1
7.056710e-02    1
3.066640e-02    1
1.691230e-01    1
3.022190e-01    1
4.338880e-02    1
9.012920e-02    1
1.546300e-01    1
1.150340e-01    1
2.075810e-02    1
3.186460e-01    1
2.588580e-01    1
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3.611780e-04    1
2.384500e-01    1
1.786710e-01    1
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1.482580e-01    1
3.535240e-02    1
4.512190e-01    1
1.596770e-01    1
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3.066120e-01    1
1.074790e-01    1
1.545940e-01    1
2.280900e-04    1
2.421090e-02    1
5.334520e-03    1
2.440400e-01    1
4.605650e-01    1
1.116470e-01    1
1.784040e-01    1
2.133490e-01    1
3.176170e-01    1
2.041770e-01    1
1.068250e-02    1
1.406820e-01    1
2.016750e-01    1
5.274420e-02    1
3.632220e-01    1
5.298000e-02    1
1.256520e-01    1
1.196820e-01    1
3.742230e-01    1
1.435280e-01    1
2.228340e-03    1
9.624210e-02    1
1.841720e-01    1
1.060750e-01    1
1.856440e-01    1
1.753820e-01    1
1.601670e-02    1
1.170030e-01    1
1.799380e-01    1
2.330850e-03    1
1.268970e-01    1
6.945700e-02    1
7.472450e-03    1
2.074580e-01    1
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4.753560e-03    1
1.550340e-01    1
2.563020e-01    1
1.377100e-01    1
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1.676800e-03    1
2.352570e-02    1
1.341150e-02    1
1.812100e-01    1
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3.571750e-02    1
5.597940e-02    1
5.257670e-03    1
3.673890e-02    1
1.111590e-01    1
1.134340e-01    1
1.901420e-01    1
7.359580e-02    1
1.302680e-01    1
1.594410e-01    1
2.172820e-01    1
9.099800e-02    1
1.846570e-01    1
1.140270e-01    1
2.841210e-01    1
4.201190e-01    1
7.703670e-02    1
2.807220e-01    1
1.733660e-01    1
3.008330e-02    1
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2.367510e-02    1
2.144740e-01    1
4.808880e-02    1
5.000910e-02    1
1.290860e-01    1
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1.599350e-01    1
1.029920e-01    1
2.882300e-01    1
1.088070e-01    1
1.295580e-01    1
2.366610e-01    1
5.042900e-03    1
1.568910e-01    1
2.658350e-01    1
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3.810980e-01    1
1.039120e-01    1
1.050310e-01    1
2.004070e-01    1
1.579290e-01    1
2.877470e-02    1
1.744970e-01    1
1.954050e-01    1
4.588540e-02    1
2.594800e-02    1
1.448930e-01    1
2.453900e-01    1
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1.658780e-01    1
3.887160e-02    1
2.081720e-01    1
1.697440e-01    1
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3.665780e-01    1
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2.344580e-01    1
6.092930e-02    1
1.955580e-01    1
2.543530e-02    1
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2.291450e-01    1
2.561980e-01    1
1.102680e-01    1
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1.389220e-02    1
2.655820e-01    1
1.671730e-01    1
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1.755830e-01    1
3.770770e-01    1
1.616550e-01    1
2.676430e-02    1
7.011350e-02    1
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3.428060e-01    1
1.310660e-01    1
5.436150e-04    1
9.959630e-02    1
3.080570e-02    1
1.354600e-01    1
4.082910e-03    1
2.248170e-01    1
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3.897210e-03    1
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1.429930e-01    1
1.410990e-02    1
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1.356970e-01    1
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1.127530e-01    1
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3.866450e-02    1
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1.053070e-01    1
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1.530050e-01    1
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1.676140e-01    1
1.083500e-02    1
1.732520e-01    1
6.764350e-04    1
5.413540e-02    1
1.985890e-03    1
1.079010e-01    1
1.806780e-01    1
5.269460e-02    1
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1.656380e-01    1
5.957620e-02    1
2.014780e-01    1
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2.851850e-02    1
1.461470e-01    1
1.438360e-01    1
2.894240e-02    1
5.519200e-04    1
2.593410e-02    1
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1.639460e-01    1
1.900270e-01    1
1.217790e-01    1
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3.707260e-01    1
2.512080e-02    1
2.883110e-02    1
2.494780e-03    1
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2.066200e-01    1
1.058340e-01    1
3.357740e-01    1
1.223560e-01    1
2.986220e-01    1
3.235110e-02    1
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1.952180e-01    1
1.274380e-01    1
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1.526620e-01    1
2.518760e-02    1
5.079180e-02    1
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1.641330e-01    1
2.004110e-01    1
3.126320e-01    1
3.248900e-02    1
1.279980e-01    1
9.142940e-02    1
1.773030e-02    1
5.890170e-02    1
1.592000e-02    1
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1.096350e-01    1
1.674620e-01    1
2.234360e-02    1
2.024440e-01    1
8.642490e-02    1
2.433670e-01    1
3.534610e-02    1
2.821020e-01    1
2.919560e-01    1
6.823470e-02    1
1.626550e-01    1
1.947420e-01    1
9.898490e-02    1
1.984510e-01    1
3.501400e-01    1
1.935390e-01    1
3.626380e-03    1
3.899590e-01    1
5.433560e-02    1
5.592510e-02    1
8.627200e-02    1
3.379040e-03    1
2.187830e-01    1
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1.998650e-01    1
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2.685000e-02    1
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5.328100e-02    1
4.321580e-01    1
9.552380e-02    1
1.251210e-01    1
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4.880140e-01    1
1.201840e-01    1
2.538090e-02    1
1.752200e-01    1
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1.476550e-01    1
2.059670e-02    1
1.041090e-01    1
1.857030e-02    1
1.395190e-01    1
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1.684910e-02    1
4.164780e-01    1
2.642210e-01    1
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1.861360e-01    1
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1.684450e-01    1
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2.612330e-01    1
1.402580e-02    1
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1.697360e-01    1
1.001360e-01    1
2.297990e-01    1
1.912180e-01    1
9.927840e-02    1
4.171940e-02    1
1.078840e-01    1
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6.477120e-02    1
1.151380e-01    1
3.364390e-02    1
1.239620e-01    1
4.706910e-02    1
5.590170e-02    1
1.801940e-01    1
1.603290e-01    1
4.149700e-02    1
9.469770e-02    1
5.479010e-02    1
1.724460e-01    1
1.421850e-01    1
1.983580e-01    1
3.476460e-01    1
3.128230e-01    1
7.780510e-02    1
6.286670e-02    1
5.834420e-03    1
2.665960e-02    1
3.463120e-01    1
2.128640e-03    1
1.106070e-01    1
3.135500e-02    1
3.146730e-01    1
9.492420e-02    1
2.442000e-01    1
1.377090e-01    1
1.650630e-01    1
1.529990e-04    1
8.309100e-02    1
1.763430e-05    1
2.386250e-01    1
9.805710e-02    1
2.083020e-01    1
2.120170e-01    1
1.592260e-02    1
2.108390e-01    1
3.037000e-01    1
3.064070e-01    1
3.501880e-01    1
3.681370e-01    1
1.752570e-01    1
2.442200e-01    1
1.713390e-02    1
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2.081540e-02    1
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1.393390e-01    1
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7.632520e-02    1
1.335340e-01    1
1.261010e-01    1
3.313660e-03    1
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3.299910e-02    1
1.075110e-01    1
6.203420e-02    1
3.082610e-01    1
4.648160e-01    1
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1.439200e-02    1
3.148860e-01    1
2.206170e-01    1
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1.503200e-02    1
1.532100e-01    1
3.514950e-02    1
3.918020e-02    1
7.981430e-02    1
4.865850e-02    1
2.605880e-02    1
1.322640e-01    1
9.968780e-02    1
1.997760e-01    1
6.895490e-02    1
3.389860e-02    1
2.823010e-01    1
1.060030e-01    1
8.425300e-02    1
1.768380e-01    1
4.150230e-03    1
3.750870e-04    1
1.032590e-01    1
1.519960e-02    1
9.831330e-02    1
1.866440e-02    1
3.172350e-01    1
1.117900e-01    1
8.080770e-02    1
1.575230e-01    1
2.376990e-02    1
1.865370e-01    1
1.011940e-01    1
1.506050e-01    1
1.875910e-02    1
7.244410e-02    1
1.357670e-01    1
9.875150e-02    1
6.630120e-03    1
5.756510e-02    1
5.867490e-05    1
1.026840e-01    1
1.302520e-01    1
1.052080e-01    1
1.430990e-02    1
5.470530e-04    1
6.829440e-02    1
3.055280e-02    1
9.802930e-02    1
1.015650e-01    1
5.677530e-02    1
1.107230e-01    1
9.288840e-02    1
7.241590e-02    1
2.528560e-02    1
3.853650e-02    1
1.283520e-01    1
8.053730e-03    1
7.851640e-03    1
2.632860e-02    1
2.287640e-01    1
1.045390e-01    1
1.606690e-01    1
9.571800e-02    1
2.798020e-01    1
3.129580e-01    1
3.296180e-02    1
2.524820e-02    1
8.260600e-02    1
3.989730e-02    1
5.699350e-02    1
2.974020e-01    1
1.048310e-01    1
1.298300e-01    1
6.120650e-02    1
8.940250e-02    1
1.712220e-01    1
2.801940e-02    1
1.504720e-02    1
4.078290e-02    1
8.041920e-02    1
3.401060e-01    1
6.695660e-02    1
1.813360e-01    1
1.467890e-01    1
1.559350e-01    1
4.587550e-02    1
6.472890e-04    1
6.017780e-02    1
1.942070e-01    1
8.764770e-02    1
8.351330e-02    1
1.009880e-01    1
3.806230e-02    1
3.173680e-01    1
2.564330e-01    1
5.788340e-02    1
9.835380e-02    1
2.500140e-01    1
8.847440e-02    1
1.780880e-01    1
5.300820e-02    1
5.239590e-02    1
1.656550e-01    1
1.825380e-01    1
7.496160e-02    1
1.205300e-01    1
1.697580e-01    1
1.197450e-01    1
9.093800e-02    1
7.166530e-02    1
1.393460e-01    1
3.657470e-02    1
7.310140e-02    1
1.181810e-01    1
7.657020e-05    1
1.383310e-01    1
2.548840e-01    1
9.064400e-02    1
2.193230e-01    1
1.630090e-02    1
Name: p2_conf, dtype: int64
In [55]:
image_prediction.p2_dog.value_counts()
Out[55]:
True     1553
False     522
Name: p2_dog, dtype: int64
In [56]:
image_prediction.p3.value_counts()
Out[56]:
Labrador_retriever                79
Chihuahua                         58
golden_retriever                  48
Eskimo_dog                        38
kelpie                            35
kuvasz                            34
chow                              32
Staffordshire_bullterrier         32
beagle                            31
cocker_spaniel                    31
Pekinese                          29
toy_poodle                        29
Pomeranian                        29
Chesapeake_Bay_retriever          27
Great_Pyrenees                    27
Pembroke                          27
malamute                          26
French_bulldog                    26
American_Staffordshire_terrier    24
pug                               23
Cardigan                          23
basenji                           21
bull_mastiff                      20
toy_terrier                       20
Siberian_husky                    19
Boston_bull                       17
Shetland_sheepdog                 17
doormat                           16
Lakeland_terrier                  16
boxer                             16
dingo                             15
standard_poodle                   15
seat_belt                         15
German_shepherd                   15
Saluki                            14
Tibetan_mastiff                   14
Maltese_dog                       14
collie                            14
miniature_pinscher                14
miniature_poodle                  13
West_Highland_white_terrier       13
Weimaraner                        13
keeshond                          12
teddy                             12
bloodhound                        12
Norfolk_terrier                   12
Tibetan_terrier                   12
soft-coated_wheaten_terrier       12
English_setter                    12
Siamese_cat                       12
Appenzeller                       11
Brittany_spaniel                  11
Norwegian_elkhound                11
Airedale                          11
Irish_terrier                     11
Italian_greyhound                 11
papillon                          11
Border_collie                     11
vizsla                            10
Welsh_springer_spaniel            10
white_wolf                        10
Rottweiler                        10
Rhodesian_ridgeback               10
Newfoundland                       9
Great_Dane                         9
curly-coated_retriever             9
Shih-Tzu                           9
whippet                            9
Saint_Bernard                      8
Irish_setter                       8
German_short-haired_pointer        8
borzoi                             8
Australian_terrier                 8
bathtub                            7
English_springer                   7
otterhound                         7
Yorkshire_terrier                  7
Samoyed                            7
Doberman                           7
Ibizan_hound                       7
redbone                            7
basset                             7
clumber                            7
Old_English_sheepdog               7
toilet_tissue                      7
Brabancon_griffon                  7
Lhasa                              6
EntleBucher                        6
muzzle                             6
Border_terrier                     6
cairn                              6
English_foxhound                   6
Norwich_terrier                    6
bluetick                           6
ice_bear                           6
schipperke                         6
Persian_cat                        5
flat-coated_retriever              5
groenendael                        5
Leonberg                           5
Arctic_fox                         5
hog                                5
Greater_Swiss_Mountain_dog         5
water_buffalo                      5
sandbar                            5
giant_schnauzer                    5
tennis_ball                        5
dalmatian                          5
black-footed_ferret                5
weasel                             5
bath_towel                         5
malinois                           4
paper_towel                        4
fountain                           4
fur_coat                           4
three-toed_sloth                   4
black-and-tan_coonhound            4
sea_lion                           4
Japanese_spaniel                   4
ice_lolly                          4
Mexican_hairless                   4
Irish_water_spaniel                4
swing                              4
wallaby                            4
Gordon_setter                      4
silky_terrier                      4
television                         4
miniature_schnauzer                4
quilt                              4
Dandie_Dinmont                     4
Afghan_hound                       4
sombrero                           4
sunglasses                         3
wood_rabbit                        3
bookcase                           3
sundial                            3
menu                               3
scuba_diver                        3
macaque                            3
racket                             3
purse                              3
gibbon                             3
hamster                            3
Scottish_deerhound                 3
wool                               3
limousine                          3
carton                             3
tub                                3
echidna                            3
microwave                          3
polecat                            3
ski_mask                           3
Arabian_camel                      3
shower_curtain                     3
bagel                              3
umbrella                           3
box_turtle                         3
crane                              3
guinea_pig                         3
bubble                             3
pillow                             3
printer                            3
koala                              3
wire-haired_fox_terrier            3
prison                             2
briard                             2
bathing_cap                        2
space_heater                       2
swab                               2
titi                               2
dhole                              2
mask                               2
mouse                              2
llama                              2
bolete                             2
Blenheim_spaniel                   2
warthog                            2
sliding_door                       2
wig                                2
squirrel_monkey                    2
convertible                        2
refrigerator                       2
pizza                              2
ashcan                             2
king_penguin                       2
komondor                           2
abaya                              2
car_wheel                          2
file                               2
terrapin                           2
feather_boa                        2
Sealyham_terrier                   2
bison                              2
shopping_cart                      2
toilet_seat                        2
shopping_basket                    2
ram                                2
jigsaw_puzzle                      2
Bouvier_des_Flandres               2
French_loaf                        2
coyote                             2
poncho                             2
mousetrap                          2
paddlewheel                        2
Walker_hound                       2
lakeside                           2
Irish_wolfhound                    2
bassinet                           2
beacon                             2
snow_leopard                       2
beaver                             2
book_jacket                        2
washbasin                          2
cougar                             2
Angora                             2
agama                              2
hen                                2
lumbermill                         2
brass                              2
Christmas_stocking                 2
Egyptian_cat                       2
bucket                             2
leafhopper                         2
envelope                           2
wreck                              2
giant_panda                        2
Bernese_mountain_dog               2
common_iguana                      2
badger                             2
minibus                            2
hippopotamus                       2
bell_cote                          1
window_screen                      1
assault_rifle                      1
goldfish                           1
chickadee                          1
chime                              1
power_drill                        1
spatula                            1
pop_bottle                         1
paintbrush                         1
European_fire_salamander           1
loupe                              1
cowboy_boot                        1
wok                                1
triceratops                        1
greenhouse                         1
mountain_tent                      1
nipple                             1
pier                               1
consomme                           1
ibex                               1
partridge                          1
affenpinscher                      1
meerkat                            1
barbell                            1
pretzel                            1
wild_boar                          1
grand_piano                        1
mitten                             1
green_lizard                       1
oscilloscope                       1
screen                             1
bib                                1
Band_Aid                           1
grey_fox                           1
swimming_trunks                    1
gar                                1
snail                              1
maze                               1
joystick                           1
chimpanzee                         1
loggerhead                         1
black_swan                         1
croquet_ball                       1
boathouse                          1
balance_beam                       1
cheetah                            1
broccoli                           1
parachute                          1
French_horn                        1
chest                              1
seashore                           1
soccer_ball                        1
tiger_cat                          1
axolotl                            1
pot                                1
wombat                             1
can_opener                         1
go-kart                            1
theater_curtain                    1
mongoose                           1
pool_table                         1
valley                             1
sunglass                           1
lampshade                          1
zebra                              1
conch                              1
maraca                             1
red_wolf                           1
ballplayer                         1
jeep                               1
lion                               1
park_bench                         1
African_chameleon                  1
hammerhead                         1
mushroom                           1
notebook                           1
bow_tie                            1
beach_wagon                        1
desktop_computer                   1
quill                              1
mosquito_net                       1
nail                               1
gorilla                            1
jaguar                             1
prairie_chicken                    1
wallet                             1
moped                              1
whiptail                           1
switch                             1
bulletproof_vest                   1
canoe                              1
bullfrog                           1
rhinoceros_beetle                  1
pajama                             1
kimono                             1
shovel                             1
parallel_bars                      1
sea_cucumber                       1
acorn                              1
barrow                             1
entertainment_center               1
grocery_store                      1
toyshop                            1
panpipe                            1
electric_fan                       1
standard_schnauzer                 1
brown_bear                         1
binder                             1
buckeye                            1
ox                                 1
bow                                1
steam_locomotive                   1
wolf_spider                        1
guillotine                         1
hand_blower                        1
plastic_bag                        1
plunger                            1
restaurant                         1
hand-held_computer                 1
soap_dispenser                     1
space_shuttle                      1
snorkel                            1
rotisserie                         1
vacuum                             1
oxcart                             1
Indian_elephant                    1
wing                               1
cab                                1
pickup                             1
tripod                             1
great_grey_owl                     1
cloak                              1
rain_barrel                        1
chain                              1
banana                             1
coral_reef                         1
rifle                              1
hatchet                            1
crayfish                           1
cliff                              1
shower_cap                         1
mink                               1
bannister                          1
stinkhorn                          1
African_grey                       1
coffeepot                          1
cuirass                            1
American_black_bear                1
rapeseed                           1
goose                              1
jersey                             1
passenger_car                      1
viaduct                            1
bonnet                             1
cardoon                            1
Windsor_tie                        1
marmot                             1
cup                                1
neck_brace                         1
traffic_light                      1
crossword_puzzle                   1
Sussex_spaniel                     1
screw                              1
dugong                             1
hare                               1
orangutan                          1
otter                              1
common_newt                        1
Kerry_blue_terrier                 1
padlock                            1
golfcart                           1
eel                                1
shoji                              1
rock_crab                          1
barber_chair                       1
drumstick                          1
Name: p3, dtype: int64
In [57]:
image_prediction.p3_conf.value_counts()
Out[57]:
9.475920e-02    2
3.571110e-02    2
4.279890e-04    2
4.465960e-02    2
1.620840e-01    2
7.712990e-02    2
1.168060e-01    2
1.464270e-01    2
3.956260e-03    2
3.901170e-02    2
1.371860e-01    2
1.096770e-01    2
9.643550e-02    2
1.570280e-01    2
1.575240e-01    2
1.181990e-01    2
1.649670e-02    2
1.008420e-01    2
1.510240e-01    2
5.409690e-03    2
2.636430e-02    2
1.867890e-01    2
2.232630e-01    2
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1.215230e-01    2
4.147580e-02    2
7.143620e-02    2
4.640320e-02    2
1.485760e-02    2
3.329570e-03    2
3.094330e-02    2
2.297730e-02    2
1.193350e-02    2
8.446570e-02    2
1.749190e-02    2
7.498620e-03    2
1.105920e-01    2
7.651370e-03    2
1.818890e-02    2
1.216260e-01    2
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4.857190e-02    2
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1.853050e-03    2
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4.752270e-02    2
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3.383450e-02    1
Name: p3_conf, dtype: int64
In [58]:
image_prediction.p3_dog.value_counts()
Out[58]:
True     1499
False     576
Name: p3_dog, dtype: int64

Twitter API Data

In [59]:
twitter_archive_website.head()
Out[59]:
tweet_id favorite_count retweet_count
0 892420643555336193 36078 7680
1 892177421306343426 31117 5681
2 891815181378084864 23429 3765
3 891689557279858688 39343 7843
4 891327558926688256 37571 8450
In [60]:
twitter_archive_website.shape
Out[60]:
(2331, 3)
In [61]:
twitter_archive_website.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 2331 entries, 0 to 2330
Data columns (total 3 columns):
 #   Column          Non-Null Count  Dtype
---  ------          --------------  -----
 0   tweet_id        2331 non-null   int64
 1   favorite_count  2331 non-null   int64
 2   retweet_count   2331 non-null   int64
dtypes: int64(3)
memory usage: 54.8 KB
In [62]:
twitter_archive_website.duplicated().sum()
Out[62]:
0
In [63]:
twitter_archive_website.describe()
Out[63]:
tweet_id favorite_count retweet_count
count 2.331000e+03 2331.000000 2331.000000
mean 7.419079e+17 7532.063063 2695.631918
std 6.823170e+16 11691.365355 4557.443108
min 6.660209e+17 0.000000 1.000000
25% 6.782670e+17 1312.500000 545.500000
50% 7.182469e+17 3275.000000 1264.000000
75% 7.986692e+17 9222.500000 3134.500000
max 8.924206e+17 155583.000000 77550.000000
In [64]:
twitter_archive_website.tweet_id.value_counts()
Out[64]:
749075273010798592    1
671163268581498880    1
743510151680958465    1
798644042770751489    1
825120256414846976    1
769212283578875904    1
700462010979500032    1
780858289093574656    1
699775878809702401    1
880095782870896641    1
760521673607086080    1
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In [65]:
twitter_archive_website.favorite_count.value_counts()
Out[65]:
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49          1
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79          1
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2216        1
2326        1
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185         1
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158         1
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903         1
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718         1
627         1
9037        1
847         1
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673         1
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1523        1
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517         1
1975        1
49671       1
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6055        1
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4154        1
2578        1
4629        1
539         1
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8735        1
2592        1
545         1
2594        1
21027       1
2596        1
667         1
2221        1
23084       1
8716        1
12847       1
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563         1
485         1
4559        1
3249        1
465         1
2514        1
467         1
10749       1
2518        1
12759       1
2520        1
12763       1
39390       1
2530        1
2534        1
507         1
487         1
199         1
2130        1
495         1
2544        1
8050        1
2546        1
2548        1
20981       1
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18936       1
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2612        1
6816        1
641         1
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2640        1
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595         1
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607         1
2656        1
2658        1
12899       1
2660        1
98917       1
2078        1
Name: favorite_count, dtype: int64
In [66]:
twitter_archive_website.retweet_count.value_counts()
Out[66]:
225      6
143      5
341      4
224      4
615      4
734      4
919      4
555      4
551      4
968      4
691      4
457      4
519      4
53       4
560      4
621      4
1144     4
367      4
1460     4
1154     4
1358     4
456      4
518      4
42       4
474      4
492      3
756      3
1753     3
411      3
3598     3
223      3
460      3
530      3
243      3
668      3
357      3
275      3
618      3
2647     3
598      3
153      3
1023     3
993      3
546      3
377      3
1354     3
1097     3
1159     3
1045     3
1536     3
1325     3
3497     3
1842     3
1888     3
3419     3
1306     3
1224     3
2016     3
1189     3
128      3
25       3
735      3
55       3
870      3
83       3
1038     3
3083     3
1024     3
1020     3
93       3
974      3
2162     3
1115     3
123      3
934      3
932      3
2467     3
904      3
439      3
648      3
637      3
32       3
513      3
523      3
70       3
2357     3
3902     3
541      3
561      3
84       3
2894     3
749      3
706      3
913      3
116      3
613      3
212      3
629      3
657      3
879      3
713      3
52       3
76       3
503      3
809      3
2        3
803      3
380      3
495      3
2425     3
481      3
400      3
745      2
51       2
2792     2
49       2
9984     2
1774     2
956      2
41       2
39       2
5896     2
4831     2
5836     2
61       2
18146    2
2064     2
67       2
73       2
1190     2
6222     2
1732     2
79       2
731      2
6640     2
85       2
723      2
19186    2
2022     2
2054     2
1934     2
783      2
1846     2
5968     2
13855    2
1896     2
779      2
773      2
21285    2
1904     2
10020    2
805      2
1930     2
3989     2
2032     2
1954     2
1956     2
693      2
1826     2
1958     2
1153     2
6072     2
4029     2
1986     2
4851     2
10010    2
3881     2
709      2
447      2
675      2
521      2
331      2
509      2
6474     2
16709    2
323      2
321      2
4413     2
4443     2
2356     2
301      2
7823     2
295      2
4381     2
10518    2
507      2
4449     2
97       2
393      2
451      2
427      2
415      2
453      2
407      2
632      2
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355      2
2512     2
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465      2
467      2
375      2
471      2
527      2
273      2
269      2
125      2
603      2
605      2
151      2
147      2
611      2
131      2
6780     2
267      2
449      2
661      2
113      2
663      2
4203     2
99       2
171      2
387      2
587      2
177      2
191      2
193      2
569      2
197      2
199      2
287      2
215      2
221      2
563      2
231      2
2282     2
14572    2
239      2
499      2
2041     2
7791     2
442      2
4524     2
20904    2
418      2
410      2
10645    2
398      2
392      2
2439     2
382      2
374      2
366      2
360      2
352      2
346      2
434      2
344      2
336      2
2383     2
330      2
37298    2
446      2
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452      2
610      2
602      2
29262    2
588      2
14919    2
582      2
564      2
2605     2
554      2
550      2
2597     2
544      2
538      2
893      2
506      2
500      2
496      2
468      2
454      2
312      2
304      2
2699     2
162      2
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4224     2
122      2
18551    2
114      2
112      2
124      2
6235     2
2137     2
4184     2
86       2
1192     2
74       2
66       2
62       2
6191     2
8210     2
10       2
2049     2
6299     2
2223     2
298      2
186      2
286      2
2333     2
282      2
280      2
278      2
260      2
252      2
248      2
244      2
242      2
234      2
216      2
208      2
206      2
204      2
202      2
2249     2
200      2
4286     2
640      2
2701     2
1646     2
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18       2
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105      2
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60       2
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645      2
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875      2
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1965     2
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817      2
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812      1
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874      1
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886      1
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378      1
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788      1
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690      1
317      1
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3        1
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3254     1
1966     1
17280    1
Name: retweet_count, dtype: int64
In [ ]:

Quality

Twitter Archive

Quality Issues

1) We require original ratings only so we will remove retweets which are total of 181
2) Delete columns that are not useful for analysis
3) We require only tweet ids that are present in image_prediction table for images
4) Missing values in name,doggo,floffer,pupper and puppo columns are represented as None instead of NaN
5) Datatype of dogs column need to be converted from object to categorical type.
6) Datatype of timestamp is object which needs to be converted into datetime type
7) We have dog names such as such', 'a', 'quite', 'not', 'one', 'incredibly', 'mad', 'an','very', 'just', 'my', 'his', 'actually', 'getting', 'this',
and manually check the correct dog names for None values
8) We have few rows with numerator ratings less than 10
9) We have few rows with denominator ratings not equal to 10

Tidiness

1) Melt the doggo, floofer, pupper and puppo columns to dogs and dogs_stage column
2) Extract year,month and day from timestamp
3) Split text into two columns url and text
In [ ]:

Image Predictions

Quality Issues

1) Delete columns that are not useful

Tidiness

1) Melt p1_dog,p1,p1_conf,p2_dog,p2,p2_conf,p3_dog,p3,p3_conf to dog_type and confidence columns
In [ ]:
In [ ]:

Cleaning Data

In [67]:
twitter_archive_clean = twitter_archive.copy()
image_prediction_clean = image_prediction.copy()
twitter_archive_website_clean = twitter_archive_website.copy()
In [ ]:

Define

Quality problem 1 - Remove retweets

In [68]:
twitter_archive_clean.shape
Out[68]:
(2356, 17)

Code

In [69]:
twitter_archive_clean = twitter_archive_clean.query('retweeted_status_id == "NaN"')
In [70]:
twitter_archive_clean.head()
Out[70]:
tweet_id in_reply_to_status_id in_reply_to_user_id timestamp source text retweeted_status_id retweeted_status_user_id retweeted_status_timestamp expanded_urls rating_numerator rating_denominator name doggo floofer pupper puppo
0 892420643555336193 NaN NaN 2017-08-01 16:23:56 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Phineas. He's a mystical boy. Only ever appears in the hole of a donut. 13/10 https://t.co/MgUWQ76dJU NaN NaN NaN https://twitter.com/dog_rates/status/892420643555336193/photo/1 13 10 Phineas None None None None
1 892177421306343426 NaN NaN 2017-08-01 00:17:27 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Tilly. She's just checking pup on you. Hopes you're doing ok. If not, she's available for pats, snugs, boops, the whole bit. 13/10 https://t.co/0Xxu71qeIV NaN NaN NaN https://twitter.com/dog_rates/status/892177421306343426/photo/1 13 10 Tilly None None None None
2 891815181378084864 NaN NaN 2017-07-31 00:18:03 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Archie. He is a rare Norwegian Pouncing Corgo. Lives in the tall grass. You never know when one may strike. 12/10 https://t.co/wUnZnhtVJB NaN NaN NaN https://twitter.com/dog_rates/status/891815181378084864/photo/1 12 10 Archie None None None None
3 891689557279858688 NaN NaN 2017-07-30 15:58:51 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Darla. She commenced a snooze mid meal. 13/10 happens to the best of us https://t.co/tD36da7qLQ NaN NaN NaN https://twitter.com/dog_rates/status/891689557279858688/photo/1 13 10 Darla None None None None
4 891327558926688256 NaN NaN 2017-07-29 16:00:24 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Franklin. He would like you to stop calling him "cute." He is a very fierce shark and should be respected as such. 12/10 #BarkWeek https://t.co/AtUZn91f7f NaN NaN NaN https://twitter.com/dog_rates/status/891327558926688256/photo/1,https://twitter.com/dog_rates/status/891327558926688256/photo/1 12 10 Franklin None None None None

Test

In [71]:
twitter_archive_clean.shape
Out[71]:
(2175, 17)
In [ ]:

Define

Quality problem 2 - Delete columns that are not useful for analysis

Code

In [72]:
twitter_archive_clean.drop(['in_reply_to_status_id',
                            'in_reply_to_user_id',
                            'retweeted_status_id',
                            'retweeted_status_user_id', 
                            'retweeted_status_timestamp'] , axis = 1 , inplace = True)

Test

In [73]:
twitter_archive_clean.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 2175 entries, 0 to 2355
Data columns (total 12 columns):
 #   Column              Non-Null Count  Dtype 
---  ------              --------------  ----- 
 0   tweet_id            2175 non-null   int64 
 1   timestamp           2175 non-null   object
 2   source              2175 non-null   object
 3   text                2175 non-null   object
 4   expanded_urls       2117 non-null   object
 5   rating_numerator    2175 non-null   int64 
 6   rating_denominator  2175 non-null   int64 
 7   name                2175 non-null   object
 8   doggo               2175 non-null   object
 9   floofer             2175 non-null   object
 10  pupper              2175 non-null   object
 11  puppo               2175 non-null   object
dtypes: int64(3), object(9)
memory usage: 220.9+ KB
In [ ]:

Define

Quality problem 3 - We require only tweet ids that are present in image_prediction table for images

Code

In [74]:
twitter_images = twitter_archive_clean['tweet_id'].isin(image_prediction_clean['tweet_id'])
In [75]:
twitter_images
Out[75]:
0        True
1        True
2        True
3        True
4        True
5        True
6        True
7        True
8        True
9        True
10       True
11       True
12       True
13       True
14       True
15       True
16       True
17       True
18       True
20       True
21       True
22       True
23       True
24       True
25       True
26       True
27       True
28       True
29       True
30      False
31       True
33       True
34       True
35      False
37       True
38       True
39       True
40       True
41       True
42      False
43       True
44       True
45       True
46       True
47       True
48       True
49       True
50       True
51       True
52       True
53       True
54       True
55      False
56       True
57       True
58       True
59       True
60       True
61       True
62       True
63       True
64      False
65       True
66       True
67       True
69       True
70       True
71       True
72      False
75       True
76       True
77       True
79       True
80       True
81       True
82       True
83      False
84       True
85       True
86       True
87       True
88      False
89       True
90       True
92       True
93       True
94       True
96       True
98       True
99       True
100      True
102      True
103      True
104      True
105      True
106      True
107      True
108      True
110     False
111      True
112      True
113     False
114      True
115      True
116      True
117      True
119      True
120      True
121      True
122      True
123      True
125      True
126      True
127      True
128      True
129      True
131      True
133     False
134      True
135      True
136      True
138      True
139      True
140      True
141      True
142      True
143      True
144      True
145      True
147      True
148     False
149      True
150      True
151      True
152      True
153      True
154      True
156      True
157      True
158      True
161      True
162      True
163      True
164      True
166      True
167      True
168      True
169      True
170      True
172      True
173      True
174      True
175      True
176      True
177      True
178      True
179     False
181      True
183      True
184      True
186     False
187      True
188     False
189     False
190     False
191      True
192     False
193      True
196      True
197      True
198      True
199      True
200      True
201      True
202      True
203      True
205      True
206      True
207      True
208      True
209      True
210      True
213      True
214      True
215      True
216      True
217      True
218     False
219      True
220      True
221      True
223      True
224      True
225      True
226      True
227      True
228     False
229      True
232      True
233      True
234     False
235      True
236      True
237      True
238      True
239      True
240      True
241     False
242      True
243     False
244      True
245      True
246      True
248      True
249      True
251      True
252      True
253      True
254      True
255      True
256     False
257      True
258      True
259      True
261      True
262      True
263      True
264      True
265      True
267      True
268      True
269     False
270      True
271      True
274     False
275      True
276      True
277      True
278      True
279      True
280      True
282      True
283     False
284      True
287      True
288      True
290     False
291     False
292      True
293      True
294      True
295      True
296      True
297      True
299      True
300      True
301      True
304      True
305      True
306      True
308      True
311      True
312      True
313     False
314      True
315      True
316      True
317      True
318      True
320      True
321      True
322      True
323     False
324      True
325      True
326      True
328      True
329      True
330      True
331      True
333      True
334     False
335     False
336      True
337      True
338      True
339      True
342     False
344      True
345      True
346     False
347      True
348      True
349      True
350      True
351      True
352      True
353      True
354      True
355      True
356      True
358      True
360      True
361      True
362      True
363      True
364      True
365      True
367      True
368      True
369      True
370      True
371      True
372      True
373      True
374      True
375     False
376      True
377      True
378      True
379      True
380      True
381      True
383      True
384      True
385      True
387     False
388      True
389      True
390      True
391      True
392      True
393      True
394      True
395      True
396      True
398      True
400      True
401      True
402      True
403      True
404     False
405      True
407      True
408      True
409     False
410      True
412      True
413      True
414      True
416      True
417      True
418      True
419      True
421      True
423      True
424      True
426      True
427     False
428      True
429      True
430      True
432      True
433      True
436      True
437      True
439      True
440      True
441      True
442      True
443      True
444     False
445      True
448      True
449      True
451      True
452      True
454      True
456      True
457      True
458     False
459      True
460      True
461      True
463      True
464      True
466      True
467      True
468      True
470      True
471      True
472      True
473      True
474      True
477      True
478      True
480      True
481      True
482      True
483      True
484      True
486      True
487      True
489      True
490      True
491      True
492      True
493      True
494      True
495      True
496      True
497      True
498     False
499      True
500      True
501      True
502      True
503      True
504      True
505      True
507      True
508      True
509      True
510      True
511      True
512      True
513     False
514      True
515      True
516      True
517      True
518      True
519      True
520      True
521      True
523      True
524      True
525      True
526      True
527      True
528      True
529     False
531      True
532      True
533      True
534      True
536      True
537      True
539     False
540      True
542      True
544      True
545      True
547      True
548      True
549      True
550      True
551     False
553      True
554      True
556      True
557      True
559      True
560      True
562     False
563      True
564      True
565      True
567      True
569      True
570     False
571      True
572      True
573      True
575      True
576     False
578      True
579      True
580      True
582      True
584      True
585      True
587      True
588      True
590      True
591      True
592      True
593      True
607      True
608      True
609      True
610      True
611     False
613      True
614      True
616      True
617      True
619      True
620     False
621      True
622      True
623      True
624      True
625      True
626      True
628      True
630      True
631      True
632      True
633      True
635      True
636      True
637      True
638      True
639      True
640      True
641      True
642      True
643      True
644      True
645      True
646      True
647      True
648      True
649      True
650      True
651      True
652      True
653      True
657     False
658      True
659      True
660      True
662      True
663      True
665      True
666      True
667      True
668      True
670      True
672     False
673      True
674      True
675      True
676     False
678      True
679      True
680      True
681      True
683      True
684      True
685      True
687      True
688      True
689      True
690      True
691      True
693      True
695      True
696      True
697      True
698      True
699     False
700      True
701     False
703      True
704      True
705      True
706      True
707     False
708      True
709      True
710      True
711      True
712      True
713     False
714     False
715      True
716      True
717      True
718      True
719      True
721      True
722      True
723      True
724      True
725      True
726      True
727      True
729      True
730      True
731     False
732      True
733     False
734      True
735      True
736      True
737      True
738      True
739      True
740      True
743      True
744      True
746     False
747      True
748      True
750      True
751      True
752      True
754     False
755      True
756      True
757      True
758      True
760      True
761      True
762      True
763      True
765      True
766      True
768      True
769      True
771      True
772      True
774      True
775      True
776      True
777      True
779      True
780      True
781      True
782      True
783     False
785      True
786      True
787      True
788      True
789      True
790      True
791      True
792      True
793      True
795      True
796      True
797      True
798      True
799      True
801      True
802      True
803      True
804      True
805      True
806      True
807     False
808      True
809      True
810      True
812      True
813      True
814      True
816      True
817      True
819      True
820      True
821      True
823      True
824      True
825      True
827      True
828      True
830      True
831      True
832      True
834      True
835      True
836      True
837      True
838      True
839      True
840      True
842      True
843     False
844      True
845      True
846      True
848      True
849      True
850      True
851      True
852      True
853      True
854      True
855      True
856      True
857     False
858      True
859      True
861      True
862      True
863      True
864      True
865      True
866      True
867      True
869      True
870      True
871      True
873      True
874      True
875      True
876      True
877      True
878      True
879      True
880      True
881     False
882      True
883      True
884      True
886     False
887      True
888      True
889      True
891      True
892      True
893     False
894      True
896      True
897      True
898      True
899      True
900      True
901      True
902      True
903      True
904      True
905     False
906      True
907      True
909      True
910      True
912      True
913      True
914      True
915      True
916      True
917      True
918      True
919      True
920      True
921      True
922      True
923      True
924      True
925      True
927      True
928      True
929      True
930      True
931      True
932      True
933      True
934      True
935      True
936      True
938      True
939     False
940      True
941     False
942      True
944      True
945      True
946     False
947      True
948      True
950      True
951     False
952      True
953      True
954     False
955      True
956      True
957      True
958      True
959      True
960      True
961      True
962      True
963      True
964      True
965      True
966      True
967     False
968      True
969      True
970      True
971      True
972      True
973      True
974      True
975      True
976      True
977      True
978      True
979      True
980      True
981      True
982      True
983      True
984      True
985     False
986      True
987      True
988      True
989      True
990      True
991      True
992      True
993      True
994      True
995      True
996     False
997      True
998      True
999     False
1000     True
1001     True
1002     True
1003     True
1004     True
1005    False
1006    False
1007     True
1008     True
1009     True
1010     True
1011    False
1013     True
1014     True
1015     True
1016     True
1017     True
1018     True
1019     True
1020    False
1021     True
1022    False
1024     True
1025     True
1026     True
1027     True
1028     True
1029     True
1030     True
1031     True
1032     True
1033    False
1034     True
1035     True
1036     True
1037     True
1038     True
1039     True
1040    False
1041     True
1042     True
1044     True
1045     True
1046     True
1047     True
1048     True
1049     True
1050     True
1051    False
1052     True
1053     True
1054     True
1055     True
1056     True
1057     True
1058     True
1059     True
1060     True
1061     True
1062    False
1063     True
1064     True
1065     True
1066     True
1067     True
1068     True
1069     True
1070     True
1071     True
1072     True
1073     True
1074     True
1075    False
1076     True
1077     True
1078     True
1079     True
1080    False
1081     True
1082     True
1083     True
1084     True
1085     True
1086     True
1087     True
1088     True
1089     True
1090     True
1091     True
1092     True
1093     True
1094     True
1095    False
1096     True
1097     True
1098     True
1099     True
1100     True
1101     True
1102     True
1103     True
1104     True
1105     True
1106     True
1107     True
1108    False
1109     True
1110     True
1111     True
1112     True
1113     True
1114     True
1115     True
1116     True
1117     True
1118     True
1119     True
1120     True
1121     True
1122     True
1123     True
1124     True
1125     True
1126     True
1127     True
1128     True
1129     True
1130     True
1131     True
1132     True
1133     True
1134     True
1135     True
1136     True
1137     True
1138     True
1139     True
1140     True
1141     True
1142     True
1143     True
1144     True
1145     True
1146    False
1147     True
1148     True
1149     True
1150     True
1151     True
1152     True
1153     True
1154    False
1155     True
1156     True
1157     True
1158     True
1159     True
1160     True
1161     True
1162     True
1163     True
1164     True
1165     True
1166     True
1167     True
1168     True
1169     True
1170     True
1171     True
1172     True
1173     True
1174     True
1175     True
1176     True
1177     True
1178     True
1179     True
1180     True
1181     True
1182     True
1183     True
1184     True
1185     True
1186     True
1187     True
1188     True
1189     True
1190     True
1191     True
1192     True
1193     True
1194    False
1195     True
1196     True
1197     True
1198     True
1199     True
1200    False
1201    False
1202     True
1203     True
1204     True
1205     True
1206    False
1207     True
1208    False
1209     True
1210     True
1211     True
1212     True
1213     True
1214     True
1215     True
1216     True
1217    False
1218     True
1219     True
1220     True
1221    False
1222     True
1223     True
1224     True
1225     True
1226     True
1227    False
1228     True
1229     True
1230     True
1231     True
1232     True
1233     True
1234     True
1235     True
1236     True
1237    False
1238     True
1239     True
1240     True
1241     True
1243     True
1244     True
1245     True
1246     True
1247     True
1248     True
1249     True
1250     True
1251     True
1252     True
1253     True
1254     True
1255    False
1256     True
1257    False
1258     True
1259     True
1260     True
1261     True
1262     True
1263     True
1264     True
1265     True
1266     True
1267     True
1268     True
1269     True
1270     True
1271     True
1272     True
1273     True
1274     True
1275    False
1276     True
1277     True
1278    False
1279     True
1280     True
1281     True
1282     True
1283     True
1284     True
1285     True
1286    False
1287     True
1288     True
1289     True
1290     True
1291     True
1292     True
1293     True
1294     True
1295    False
1296     True
1297     True
1298     True
1299    False
1300     True
1301    False
1302     True
1303     True
1304     True
1305     True
1306     True
1307     True
1308     True
1309     True
1310     True
1311     True
1312     True
1313    False
1314     True
1315     True
1316     True
1317     True
1318     True
1319     True
1320     True
1321     True
1322     True
1323     True
1324    False
1325     True
1326    False
1327     True
1328     True
1329     True
1330     True
1331     True
1332     True
1333     True
1334     True
1335     True
1336     True
1337     True
1338     True
1339     True
1340     True
1341     True
1342     True
1343     True
1344     True
1345    False
1346     True
1347     True
1348     True
1349    False
1350     True
1351     True
1352     True
1353     True
1354     True
1355     True
1356     True
1357     True
1358     True
1359     True
1360     True
1361     True
1362     True
1363     True
1364    False
1365     True
1366     True
1367     True
1368     True
1369    False
1370     True
1371     True
1372     True
1373     True
1374     True
1375     True
1376    False
1377     True
1378     True
1379     True
1380     True
1381     True
1382     True
1383     True
1384     True
1385     True
1386     True
1387     True
1388     True
1389     True
1390     True
1391     True
1392     True
1393     True
1394     True
1395     True
1396     True
1397     True
1398     True
1399     True
1400     True
1401     True
1402     True
1403     True
1404     True
1405     True
1406     True
1407     True
1408     True
1409    False
1410     True
1411     True
1412     True
1413     True
1414     True
1415     True
1416     True
1417     True
1418     True
1419     True
1420     True
1421     True
1422     True
1423     True
1424     True
1425     True
1426     True
1427    False
1428     True
1429     True
1430     True
1431    False
1432     True
1433     True
1434     True
1435     True
1436     True
1437     True
1438     True
1439     True
1440     True
1441     True
1442     True
1443    False
1444     True
1445    False
1446    False
1447     True
1448     True
1449    False
1450     True
1451     True
1452     True
1453     True
1454     True
1455     True
1456     True
1457     True
1458     True
1459     True
1460     True
1461    False
1462     True
1463     True
1464     True
1465     True
1466    False
1467     True
1468     True
1469     True
1470     True
1471    False
1472     True
1473     True
1474    False
1475     True
1476     True
1477     True
1478     True
1479    False
1480     True
1481     True
1482    False
1483     True
1484     True
1485     True
1486     True
1487     True
1488     True
1489     True
1490     True
1491     True
1492     True
1493     True
1494     True
1495     True
1496     True
1497    False
1498     True
1499     True
1500     True
1501     True
1502    False
1503     True
1504     True
1505    False
1506     True
1507     True
1508     True
1509     True
1510     True
1511     True
1512     True
1513     True
1514     True
1515    False
1516     True
1517     True
1518     True
1519     True
1520     True
1521     True
1522     True
1523    False
1524     True
1525     True
1526     True
1527     True
1528    False
1529     True
1530     True
1531     True
1532     True
1533     True
1534    False
1535     True
1536     True
1537     True
1538     True
1539     True
1540     True
1541     True
1542     True
1543     True
1544     True
1545     True
1546     True
1547     True
1548     True
1549    False
1550     True
1551     True
1552     True
1553     True
1554     True
1555     True
1556     True
1557     True
1558     True
1559     True
1560     True
1561     True
1562     True
1563     True
1564     True
1565     True
1566    False
1567     True
1568     True
1569     True
1570    False
1571     True
1572     True
1573     True
1574     True
1575     True
1576     True
1577    False
1578     True
1579     True
1580     True
1581     True
1582     True
1583     True
1584     True
1585     True
1586    False
1587     True
1588     True
1589     True
1590     True
1591     True
1592    False
1593     True
1594     True
1595     True
1596    False
1597     True
1598    False
1599     True
1600     True
1601     True
1602     True
1603     True
1604     True
1605    False
1606     True
1607     True
1608     True
1609     True
1610     True
1611     True
1612     True
1613     True
1614     True
1615     True
1616     True
1617     True
1618    False
1619     True
1620     True
1621     True
1622     True
1623     True
1624     True
1625    False
1626     True
1627     True
1628    False
1629     True
1630     True
1631     True
1632     True
1633     True
1634     True
1635     True
1636     True
1637     True
1638     True
1639     True
1640    False
1641     True
1642     True
1643     True
1644     True
1645     True
1646     True
1647     True
1648     True
1649     True
1650    False
1651     True
1652     True
1653     True
1654     True
1655     True
1656     True
1657     True
1658     True
1659     True
1660     True
1661     True
1662     True
1663    False
1664     True
1665     True
1666     True
1667     True
1668     True
1669     True
1670     True
1671     True
1672     True
1673     True
1674     True
1675     True
1676    False
1677     True
1678     True
1679     True
1680     True
1681     True
1682     True
1683     True
1684     True
1685     True
1686     True
1687     True
1688     True
1689    False
1690     True
1691     True
1692     True
1693     True
1694     True
1695     True
1696     True
1697     True
1698     True
1699     True
1700     True
1701     True
1702     True
1703     True
1704     True
1705     True
1706    False
1707     True
1708     True
1709     True
1710     True
1711     True
1712     True
1713     True
1714     True
1715     True
1716     True
1717     True
1718     True
1719     True
1720     True
1721     True
1722     True
1723     True
1724     True
1725     True
1726     True
1727     True
1728    False
1729     True
1730     True
1731     True
1732     True
1733     True
1734     True
1735     True
1736     True
1737     True
1738     True
1739     True
1740     True
1741     True
1742     True
1743    False
1744     True
1745     True
1746     True
1747     True
1748     True
1749     True
1750    False
1751     True
1752     True
1753     True
1754     True
1755     True
1756     True
1757     True
1758     True
1759     True
1760    False
1761     True
1762     True
1763     True
1764     True
1765     True
1766     True
1767     True
1768     True
1769     True
1770     True
1771     True
1772     True
1773     True
1774    False
1775     True
1776    False
1777     True
1778     True
1779     True
1780     True
1781     True
1782     True
1783     True
1784     True
1785     True
1786     True
1787     True
1788     True
1789     True
1790     True
1791    False
1792     True
1793     True
1794     True
1795     True
1796     True
1797     True
1798     True
1799     True
1800     True
1801     True
1802     True
1803     True
1804     True
1805     True
1806     True
1807    False
1808     True
1809     True
1810     True
1811     True
1812     True
1813     True
1814     True
1815     True
1816     True
1817     True
1818    False
1819    False
1820     True
1821     True
1822     True
1823     True
1824     True
1825     True
1826     True
1827     True
1828     True
1829     True
1830     True
1831     True
1832     True
1833     True
1834    False
1835     True
1836     True
1837     True
1838     True
1839     True
1840     True
1841     True
1842     True
1843     True
1844    False
1845     True
1846     True
1847     True
1848     True
1849     True
1850     True
1851     True
1852     True
1853     True
1854     True
1855     True
1856     True
1857     True
1858     True
1859     True
1860     True
1861     True
1862     True
1863     True
1864     True
1865     True
1866     True
1867     True
1868     True
1869     True
1870     True
1871     True
1872     True
1873     True
1874     True
1875     True
1876     True
1877     True
1878     True
1879     True
1880     True
1881     True
1882     True
1883     True
1884     True
1885     True
1886     True
1887     True
1888     True
1889     True
1890     True
1891     True
1892     True
1893     True
1894     True
1895    False
1896     True
1897     True
1898     True
1899     True
1900     True
1901     True
1902     True
1903     True
1904     True
1905    False
1906     True
1907     True
1908     True
1909     True
1910     True
1911     True
1912     True
1913     True
1914    False
1915     True
1916    False
1917     True
1918     True
1919     True
1920     True
1921     True
1922     True
1923     True
1924     True
1925     True
1926     True
1927     True
1928     True
1929     True
1930     True
1931     True
1932     True
1933     True
1934     True
1935     True
1936     True
1937     True
1938     True
1939     True
1940    False
1941     True
1942     True
1943     True
1944     True
1945     True
1946     True
1947     True
1948     True
1949     True
1950     True
1951     True
1952     True
1953     True
1954     True
1955     True
1956     True
1957     True
1958     True
1959     True
1960     True
1961     True
1962     True
1963     True
1964     True
1965     True
1966     True
1967     True
1968     True
1969     True
1970     True
1971     True
1972     True
1973     True
1974     True
1975     True
1976     True
1977     True
1978     True
1979     True
1980     True
1981     True
1982     True
1983     True
1984     True
1985     True
1986     True
1987     True
1988     True
1989     True
1990     True
1991     True
1992     True
1993     True
1994     True
1995     True
1996     True
1997     True
1998     True
1999     True
2000     True
2001     True
2002     True
2003     True
2004     True
2005     True
2006     True
2007     True
2008     True
2009     True
2010     True
2011     True
2012     True
2013     True
2014     True
2015     True
2016     True
2017     True
2018     True
2019     True
2020     True
2021     True
2022     True
2023     True
2024     True
2025     True
2026     True
2027     True
2028     True
2029     True
2030     True
2031     True
2032     True
2033     True
2034     True
2035     True
2036     True
2037     True
2038    False
2039     True
2040     True
2041     True
2042     True
2043     True
2044     True
2045     True
2046     True
2047     True
2048     True
2049     True
2050     True
2051     True
2052     True
2053     True
2054     True
2055     True
2056     True
2057     True
2058     True
2059     True
2060     True
2061     True
2062     True
2063     True
2064     True
2065     True
2066     True
2067     True
2068     True
2069     True
2070     True
2071     True
2072     True
2073     True
2074     True
2075     True
2076     True
2077     True
2078     True
2079     True
2080     True
2081     True
2082     True
2083     True
2084     True
2085     True
2086     True
2087     True
2088     True
2089     True
2090     True
2091     True
2092     True
2093     True
2094     True
2095     True
2096     True
2097     True
2098     True
2099     True
2100     True
2101     True
2102     True
2103     True
2104     True
2105     True
2106     True
2107     True
2108     True
2109     True
2110     True
2111     True
2112     True
2113     True
2114     True
2115     True
2116     True
2117     True
2118     True
2119     True
2120     True
2121     True
2122     True
2123     True
2124     True
2125     True
2126     True
2127     True
2128     True
2129     True
2130     True
2131     True
2132     True
2133     True
2134     True
2135     True
2136     True
2137     True
2138     True
2139     True
2140     True
2141     True
2142     True
2143     True
2144     True
2145     True
2146     True
2147     True
2148     True
2149    False
2150     True
2151     True
2152     True
2153     True
2154     True
2155     True
2156     True
2157     True
2158     True
2159     True
2160     True
2161     True
2162     True
2163     True
2164     True
2165     True
2166     True
2167     True
2168     True
2169     True
2170     True
2171     True
2172     True
2173     True
2174     True
2175     True
2176     True
2177     True
2178     True
2179     True
2180     True
2181     True
2182     True
2183     True
2184     True
2185     True
2186     True
2187     True
2188     True
2189    False
2190     True
2191     True
2192     True
2193     True
2194     True
2195     True
2196     True
2197     True
2198     True
2199     True
2200     True
2201     True
2202     True
2203     True
2204     True
2205     True
2206     True
2207     True
2208     True
2209     True
2210     True
2211     True
2212    False
2213     True
2214     True
2215     True
2216     True
2217     True
2218     True
2219     True
2220     True
2221     True
2222     True
2223     True
2224     True
2225     True
2226     True
2227     True
2228     True
2229     True
2230     True
2231     True
2232     True
2233     True
2234     True
2235     True
2236     True
2237     True
2238     True
2239     True
2240     True
2241     True
2242     True
2243     True
2244     True
2245     True
2246     True
2247     True
2248     True
2249     True
2250     True
2251     True
2252     True
2253     True
2254     True
2255     True
2256     True
2257     True
2258     True
2261     True
2262     True
2263     True
2264     True
2265     True
2266     True
2267     True
2268     True
2269     True
2270     True
2271     True
2272     True
2273     True
2274     True
2275     True
2276     True
2277     True
2278     True
2279     True
2280     True
2281     True
2282     True
2283     True
2284     True
2285     True
2286     True
2287     True
2288     True
2289     True
2290     True
2291     True
2292     True
2293     True
2294     True
2295     True
2296     True
2297     True
2298    False
2299     True
2300     True
2301     True
2302     True
2303     True
2304     True
2305     True
2306     True
2307     True
2308     True
2309     True
2310     True
2311     True
2312     True
2313     True
2314     True
2315     True
2316     True
2317     True
2318     True
2319     True
2320     True
2321     True
2322     True
2323     True
2324     True
2325     True
2326     True
2327     True
2328     True
2329     True
2330     True
2331     True
2332     True
2333     True
2334     True
2335     True
2336     True
2337     True
2338     True
2339     True
2340     True
2341     True
2342     True
2343     True
2344     True
2345     True
2346     True
2347     True
2348     True
2349     True
2350     True
2351     True
2352     True
2353     True
2354     True
2355     True
Name: tweet_id, dtype: bool
In [76]:
twitter_images.sum()
Out[76]:
1994
In [77]:
twitter_archive_clean.shape
Out[77]:
(2175, 12)
In [78]:
twitter_archive_clean = twitter_archive_clean[twitter_images]
In [ ]:

Test

In [79]:
twitter_archive_clean.shape
Out[79]:
(1994, 12)
In [80]:
twitter_archive_clean.head()
Out[80]:
tweet_id timestamp source text expanded_urls rating_numerator rating_denominator name doggo floofer pupper puppo
0 892420643555336193 2017-08-01 16:23:56 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Phineas. He's a mystical boy. Only ever appears in the hole of a donut. 13/10 https://t.co/MgUWQ76dJU https://twitter.com/dog_rates/status/892420643555336193/photo/1 13 10 Phineas None None None None
1 892177421306343426 2017-08-01 00:17:27 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Tilly. She's just checking pup on you. Hopes you're doing ok. If not, she's available for pats, snugs, boops, the whole bit. 13/10 https://t.co/0Xxu71qeIV https://twitter.com/dog_rates/status/892177421306343426/photo/1 13 10 Tilly None None None None
2 891815181378084864 2017-07-31 00:18:03 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Archie. He is a rare Norwegian Pouncing Corgo. Lives in the tall grass. You never know when one may strike. 12/10 https://t.co/wUnZnhtVJB https://twitter.com/dog_rates/status/891815181378084864/photo/1 12 10 Archie None None None None
3 891689557279858688 2017-07-30 15:58:51 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Darla. She commenced a snooze mid meal. 13/10 happens to the best of us https://t.co/tD36da7qLQ https://twitter.com/dog_rates/status/891689557279858688/photo/1 13 10 Darla None None None None
4 891327558926688256 2017-07-29 16:00:24 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Franklin. He would like you to stop calling him "cute." He is a very fierce shark and should be respected as such. 12/10 #BarkWeek https://t.co/AtUZn91f7f https://twitter.com/dog_rates/status/891327558926688256/photo/1,https://twitter.com/dog_rates/status/891327558926688256/photo/1 12 10 Franklin None None None None
In [81]:
twitter_archive_clean.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1994 entries, 0 to 2355
Data columns (total 12 columns):
 #   Column              Non-Null Count  Dtype 
---  ------              --------------  ----- 
 0   tweet_id            1994 non-null   int64 
 1   timestamp           1994 non-null   object
 2   source              1994 non-null   object
 3   text                1994 non-null   object
 4   expanded_urls       1994 non-null   object
 5   rating_numerator    1994 non-null   int64 
 6   rating_denominator  1994 non-null   int64 
 7   name                1994 non-null   object
 8   doggo               1994 non-null   object
 9   floofer             1994 non-null   object
 10  pupper              1994 non-null   object
 11  puppo               1994 non-null   object
dtypes: int64(3), object(9)
memory usage: 202.5+ KB
In [ ]:

Define

Tidiness problem 1 - Melt the doggo, floofer, pupper and puppo columns to dogs and dogs_stage column

Code

In [82]:
twitter_archive_clean = pd.melt(twitter_archive_clean , 
                                id_vars = ['tweet_id',
                                           'timestamp',
                                           'source',
                                           'text',
                                           'expanded_urls',
                                           'rating_numerator',
                                           'rating_denominator',
                                           'name'],
                                
                                 var_name = 'dogs',
                               value_name = 'dogs_stage')
In [83]:
twitter_archive_clean.drop('dogs',axis=1,inplace = True)
In [84]:
twitter_archive_clean = twitter_archive_clean.sort_values('dogs_stage').drop_duplicates(subset='tweet_id', 
                                                                                        keep='last')

Test

In [85]:
twitter_archive_clean.head()
Out[85]:
tweet_id timestamp source text expanded_urls rating_numerator rating_denominator name dogs_stage
1918 667405339315146752 2015-11-19 18:13:27 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Biden. Biden just tripped... 7/10 https://t.co/3Fm9PwLju1 https://twitter.com/dog_rates/status/667405339315146752/photo/1 7 10 Biden None
1917 667435689202614272 2015-11-19 20:14:03 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Ermergerd 12/10 https://t.co/PQni2sjPsm https://twitter.com/dog_rates/status/667435689202614272/photo/1 12 10 None None
1916 667437278097252352 2015-11-19 20:20:22 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Never seen this breed before. Very pointy pup. Hurts when you cuddle. Still cute tho. 10/10 https://t.co/97HuBrVuOx https://twitter.com/dog_rates/status/667437278097252352/photo/1 10 10 None None
1915 667443425659232256 2015-11-19 20:44:47 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Exotic dog here. Long neck. Weird paws. Obsessed with bread. Waddles. Flies sometimes (wow!). Very happy dog. 6/10 https://t.co/rqO4I3nf2N https://twitter.com/dog_rates/status/667443425659232256/photo/1 6 10 None None
1914 667453023279554560 2015-11-19 21:22:56 +0000 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a> Meet Cupcake. I would do unspeakable things for Cupcake. 11/10 https://t.co/6uLCWR9Efa https://twitter.com/dog_rates/status/667453023279554560/photo/1 11 10 Cupcake None
In [86]:
twitter_archive_clean.shape
Out[86]:
(1994, 9)

Define

Quality problem 4 - Replacing None with Nan in dogs_stage column

In [87]:
twitter_archive_clean.dogs_stage.value_counts()
Out[87]:
None       1688
pupper      212
doggo        63
puppo        23
floofer       8
Name: dogs_stage, dtype: int64

Code

In [88]:
twitter_archive_clean.dogs_stage.replace('None', np.nan , inplace=True)

Test

In [89]:
twitter_archive_clean.dogs_stage.value_counts()
Out[89]:
pupper     212
doggo       63
puppo       23
floofer      8
Name: dogs_stage, dtype: int64
In [ ]:

Define

Quality problem 5 - convert datatype of dogs to categorical

In [90]:
twitter_archive_clean.dogs_stage.dtypes
#datatype is object
Out[90]:
dtype('O')

Code

In [91]:
twitter_archive_clean.dogs_stage = twitter_archive_clean.dogs_stage.astype('category')

Test

In [92]:
twitter_archive_clean.dogs_stage.dtypes
Out[92]:
CategoricalDtype(categories=['doggo', 'floofer', 'pupper', 'puppo'], ordered=False)
In [ ]:

Define

Quality problem 6 - Change the datatype of timestamp to datetime

In [93]:
twitter_archive_clean.timestamp.dtype
# Datatype is object
Out[93]:
dtype('O')

Code

In [94]:
twitter_archive_clean['timestamp'] = pd.to_datetime(twitter_archive_clean['timestamp'])

Test

In [95]:
twitter_archive_clean.timestamp.dtype
Out[95]:
datetime64[ns, UTC]
In [ ]:

Define

Tidiness problem 2 - Extract year,month and day from timestamp

Code

In [96]:
#extract year, month and day to new columns
twitter_archive_clean['year'] = twitter_archive_clean['timestamp'].dt.year
twitter_archive_clean['month'] = twitter_archive_clean['timestamp'].dt.month
twitter_archive_clean['day'] = twitter_archive_clean['timestamp'].dt.day

#Finally drop timestamp column
#twitter_archive_clean = twitter_archive_clean.drop('timestamp', axis = 1)
twitter_archive_clean.drop('timestamp', axis = 1,inplace = True)

Test

In [97]:
twitter_archive_clean.columns
Out[97]:
Index(['tweet_id', 'source', 'text', 'expanded_urls', 'rating_numerator',
       'rating_denominator', 'name', 'dogs_stage', 'year', 'month', 'day'],
      dtype='object')
In [98]:
twitter_archive_clean.head()
Out[98]:
tweet_id source text expanded_urls rating_numerator rating_denominator name dogs_stage year month day
1918 667405339315146752 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Biden. Biden just tripped... 7/10 https://t.co/3Fm9PwLju1 https://twitter.com/dog_rates/status/667405339315146752/photo/1 7 10 Biden NaN 2015 11 19
1917 667435689202614272 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Ermergerd 12/10 https://t.co/PQni2sjPsm https://twitter.com/dog_rates/status/667435689202614272/photo/1 12 10 None NaN 2015 11 19
1916 667437278097252352 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Never seen this breed before. Very pointy pup. Hurts when you cuddle. Still cute tho. 10/10 https://t.co/97HuBrVuOx https://twitter.com/dog_rates/status/667437278097252352/photo/1 10 10 None NaN 2015 11 19
1915 667443425659232256 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Exotic dog here. Long neck. Weird paws. Obsessed with bread. Waddles. Flies sometimes (wow!). Very happy dog. 6/10 https://t.co/rqO4I3nf2N https://twitter.com/dog_rates/status/667443425659232256/photo/1 6 10 None NaN 2015 11 19
1914 667453023279554560 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a> Meet Cupcake. I would do unspeakable things for Cupcake. 11/10 https://t.co/6uLCWR9Efa https://twitter.com/dog_rates/status/667453023279554560/photo/1 11 10 Cupcake NaN 2015 11 19
In [ ]:

Define

Tidiness problem 3 - Split text into two columns url and text

Code

In [99]:
twitter_archive_clean['url'] = twitter_archive_clean['text'].str.extract(r'(https?://t.co/[A-Za-z0-9]+)')
In [100]:
twitter_archive_clean['text'] = twitter_archive_clean['text'].apply(lambda x : x.split('https')[0])

Test

In [101]:
twitter_archive_clean.columns
Out[101]:
Index(['tweet_id', 'source', 'text', 'expanded_urls', 'rating_numerator',
       'rating_denominator', 'name', 'dogs_stage', 'year', 'month', 'day',
       'url'],
      dtype='object')
In [102]:
twitter_archive_clean.head()
Out[102]:
tweet_id source text expanded_urls rating_numerator rating_denominator name dogs_stage year month day url
1918 667405339315146752 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Biden. Biden just tripped... 7/10 https://twitter.com/dog_rates/status/667405339315146752/photo/1 7 10 Biden NaN 2015 11 19 https://t.co/3Fm9PwLju1
1917 667435689202614272 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Ermergerd 12/10 https://twitter.com/dog_rates/status/667435689202614272/photo/1 12 10 None NaN 2015 11 19 https://t.co/PQni2sjPsm
1916 667437278097252352 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Never seen this breed before. Very pointy pup. Hurts when you cuddle. Still cute tho. 10/10 https://twitter.com/dog_rates/status/667437278097252352/photo/1 10 10 None NaN 2015 11 19 https://t.co/97HuBrVuOx
1915 667443425659232256 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Exotic dog here. Long neck. Weird paws. Obsessed with bread. Waddles. Flies sometimes (wow!). Very happy dog. 6/10 https://twitter.com/dog_rates/status/667443425659232256/photo/1 6 10 None NaN 2015 11 19 https://t.co/rqO4I3nf2N
1914 667453023279554560 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a> Meet Cupcake. I would do unspeakable things for Cupcake. 11/10 https://twitter.com/dog_rates/status/667453023279554560/photo/1 11 10 Cupcake NaN 2015 11 19 https://t.co/6uLCWR9Efa
In [ ]:

Define

Quality problem 7 - Convert None to NaN and analysing correct names manually in name

In [103]:
twitter_archive_clean.name.value_counts()
Out[103]:
None              546
a                  55
Charlie            11
Oliver             10
Cooper             10
Lucy               10
Tucker              9
Penny               9
Winston             8
Sadie               8
Toby                7
Lola                7
the                 7
Daisy               7
Jax                 6
an                  6
Bella               6
Koda                6
Stanley             6
Bo                  6
Leo                 5
Dave                5
Chester             5
Scout               5
Buddy               5
Louis               5
Rusty               5
Milo                5
Oscar               5
Bailey              5
Chip                4
Finn                4
Scooter             4
Dexter              4
Phil                4
Brody               4
Bentley             4
very                4
Bear                4
Archie              4
Alfie               4
Maggie              4
Derek               4
Reggie              4
Gus                 4
Gary                4
George              4
Clarence            4
Jerry               4
Sophie              4
Duke                4
Clark               4
one                 4
Cassie              4
Oakley              4
Winnie              4
Jack                4
Larry               4
Loki                3
Walter              3
Gerald              3
just                3
Waffles             3
Vincent             3
Louie               3
Rosie               3
Bruce               3
Olive               3
Calvin              3
Riley               3
Sebastian           3
Moose               3
Lily                3
Ruby                3
Jeffrey             3
Malcolm             3
Wyatt               3
Ellie               3
Zoey                3
Max                 3
Samson              3
Gizmo               3
quite               3
Zeke                3
Wallace             3
Steven              3
Otis                3
Jimothy             3
Sunny               3
Earl                3
Boomer              3
Shadow              3
Kyle                3
Reese               3
Nala                3
Wilson              3
Sammy               3
Hank                3
Mia                 3
Beau                3
Sugar               2
Atlas               2
Olivia              2
Lenny               2
Jesse               2
Panda               2
Piper               2
Frankie             2
Linda               2
Tyr                 2
Percy               2
Aspen               2
Albus               2
Kreg                2
Brad                2
Alice               2
Lorenzo             2
Jiminy              2
Neptune             2
Belle               2
Luca                2
Smokey              2
Finley              2
Remington           2
Ted                 2
Bernie              2
Lincoln             2
Ash                 2
Chuckles            2
Luna                2
Sam                 2
Franklin            2
Oliviér             2
Moe                 2
Lennon              2
Juno                2
Dash                2
Mister              2
Kirby               2
Elliot              2
Maxaroni            2
Herm                2
Jimison             2
Cody                2
Fiona               2
Herald              2
Titan               2
Bob                 2
Rocky               2
Cash                2
Opal                2
Kevin               2
Axel                2
Roosevelt           2
Churlie             2
Calbert             2
Jeph                2
Gabe                2
Watson              2
Colby               2
Frank               2
Romeo               2
Eli                 2
Jackson             2
Nelly               2
Yogi                2
Terry               2
Reginald            2
Marley              2
Pickles             2
Paisley             2
Lou                 2
Penelope            2
Raymond             2
Kilo                2
Misty               2
Trooper             2
Wally               2
Baxter              2
Crystal             2
Dakota              2
Sarge               2
Chipson             2
Patrick             2
getting             2
Carl                2
Atticus             2
Peaches             2
Sandy               2
Albert              2
Kenneth             2
Phred               2
Bubbles             2
Odie                2
Griffin             2
Thumas              2
Hunter              2
Harold              2
Coco                2
Charles             2
Ollie               2
Flávio              2
Curtis              2
Maximus             2
Sampson             2
Doug                2
Doc                 2
CeCe                2
Sansa               2
Indie               2
Phineas             2
Abby                2
Hammond             2
Django              2
Solomon             2
Klevin              2
Coops               2
Benji               2
Benedict            2
Cupcake             2
Theodore            2
Rufus               2
Bisquick            2
Ava                 2
Rory                2
Kreggory            2
Keith               2
Hobbes              2
Chet                2
Pippa               2
Jimbo               1
actually            1
Dwight              1
Remus               1
Hanz                1
Moofasa             1
Fizz                1
Paull               1
Snoopy              1
Kathmandu           1
Clarkus             1
Alexander           1
Dug                 1
Lenox               1
Dale                1
Blakely             1
Spark               1
Kirk                1
Monster             1
Fynn                1
Edmund              1
Klein               1
Jangle              1
Dudley              1
Lambeau             1
Maxwell             1
Wiggles             1
Josep               1
Karll               1
Ziva                1
Brat                1
Jett                1
Ozzy                1
Mollie              1
Vinscent            1
Michelangelope      1
Lucia               1
Blitz               1
Brandonald          1
Angel               1
Barney              1
Link                1
Schnitzel           1
Orion               1
Filup               1
Tanner              1
Petrick             1
Ike                 1
Cilantro            1
Lili                1
Dutch               1
Superpup            1
Spanky              1
Halo                1
Grady               1
Mya                 1
Damon               1
Carper              1
Roscoe              1
Lucky               1
space               1
Tango               1
Jeb                 1
Toffee              1
Flurpson            1
light               1
Ambrose             1
Mitch               1
Lugan               1
Sky                 1
officially          1
Howie               1
Acro                1
Kollin              1
Dewey               1
Stubert             1
Apollo              1
Einstein            1
Dawn                1
Cupid               1
Gert                1
Eleanor             1
Mona                1
Lorelei             1
Mairi               1
Jay                 1
Nollie              1
Karma               1
Stephan             1
Zoe                 1
Ronduh              1
Rhino               1
Ebby                1
Tedrick             1
Leonard             1
Gustaf              1
Opie                1
Remy                1
Georgie             1
Dunkin              1
Miguel              1
Gunner              1
Terrenth            1
Bluebert            1
Jessiga             1
Harper              1
Clyde               1
Dietrich            1
Pavlov              1
Bruno               1
Sojourner           1
Tycho               1
Storkson            1
Genevieve           1
Benny               1
Tupawc              1
Sundance            1
Franq               1
DonDon              1
Donny               1
Glacier             1
Harvey              1
Odin                1
Dante               1
Cleopatricia        1
Tessa               1
Hermione            1
Snicku              1
Poppy               1
Ralphus             1
Amélie              1
Liam                1
Duchess             1
Ralpher             1
Julius              1
Snoop               1
Spencer             1
Laika               1
Leonidas            1
Zeus                1
Trigger             1
Bradlay             1
Cheryl              1
Peanut              1
Mark                1
Nigel               1
Herschel            1
Pumpkin             1
my                  1
Shelby              1
Hubertson           1
Vince               1
Ralf                1
Emmy                1
Torque              1
Stewie              1
Betty               1
Bubba               1
Mimosa              1
Willy               1
Amy                 1
Edd                 1
Hazel               1
Gilbert             1
Sonny               1
Chesney             1
Ron                 1
incredibly          1
Berb                1
Sobe                1
Jed                 1
Bronte              1
Crouton             1
Ulysses             1
Lassie              1
Fabio               1
Davey               1
Kayla               1
Brian               1
Sailer              1
Cal                 1
Pluto               1
Fletcher            1
Emanuel             1
Kody                1
Maddie              1
Ester               1
this                1
Chelsea             1
Grizzwald           1
Barclay             1
Harlso              1
Timmy               1
Ken                 1
not                 1
Eugene              1
Mary                1
Simba               1
Leela               1
Hurley              1
Griswold            1
Loomis              1
Lipton              1
Biden               1
Clarq               1
Marvin              1
Bloop               1
Lupe                1
Carll               1
Mauve               1
Jomathan            1
Nimbus              1
Ralphson            1
Henry               1
Gustav              1
Chubbs              1
Jameson             1
Billy               1
Malikai             1
Ito                 1
Logan               1
Ace                 1
Harry               1
Daniel              1
Aja                 1
Siba                1
Jiminus             1
Jordy               1
Stu                 1
Bert                1
Rover               1
Banditt             1
Hector              1
Iggy                1
Ricky               1
Norman              1
Mojo                1
Sage                1
Meera               1
Buckley             1
Binky               1
Pip                 1
Bodie               1
Kaiya               1
Anakin              1
Covach              1
Tove                1
Perry               1
Canela              1
Corey               1
Beckham             1
Amber               1
Nida                1
Strider             1
Kingsley            1
Keet                1
Chef                1
Thor                1
Crimson             1
Marty               1
Stella              1
Maya                1
Jennifur            1
Gòrdón              1
Charl               1
Kona                1
Happy               1
Dylan               1
Brandy              1
Longfellow          1
Kramer              1
Ronnie              1
Tiger               1
Tayzie              1
Kallie              1
Gidget              1
Shakespeare         1
Lilli               1
Swagger             1
Frönq               1
Champ               1
Jim                 1
Pilot               1
Andru               1
BeBe                1
Mac                 1
Traviss             1
Goose               1
Timofy              1
Willie              1
Callie              1
Eriq                1
Shawwn              1
Humphrey            1
Emmie               1
Zooey               1
Godzilla            1
Carter              1
Chase               1
Bobby               1
Philbert            1
Lance               1
Ralph               1
Dobby               1
Arlo                1
Todo                1
Ginger              1
Reptar              1
Levi                1
Mabel               1
Rumble              1
Mattie              1
Rumpole             1
Gerbald             1
Herb                1
Taco                1
Deacon              1
Stuart              1
Coleman             1
Lulu                1
Tripp               1
Autumn              1
Beebop              1
Jebberson           1
Tyrone              1
Rose                1
General             1
Zuzu                1
Pete                1
Tassy               1
Smiley              1
Clybe               1
DayZ                1
Bones               1
Mookie              1
Julio               1
Jaspers             1
Patch               1
Iroh                1
Arnold              1
Tino                1
Enchilada           1
Skye                1
Bayley              1
Cannon              1
Rupert              1
Kanu                1
Livvie              1
Timber              1
Sunshine            1
Chaz                1
Major               1
Brandi              1
Hamrick             1
Fiji                1
Mo                  1
unacceptable        1
Shiloh              1
Sully               1
Vinnie              1
Sandra              1
Blanket             1
Mosby               1
Nugget              1
Rontu               1
Gromit              1
Farfle              1
Ivar                1
Beemo               1
Tedders             1
Trip                1
Mason               1
Layla               1
Jonah               1
Hercules            1
Jamesy              1
Jersey              1
Baloo               1
Chevy               1
Tug                 1
Boots               1
Horace              1
Evy                 1
Kawhi               1
Jarvis              1
Taz                 1
Goliath             1
Kenny               1
Brockly             1
Jessifer            1
Quinn               1
Erik                1
Darrel              1
Stormy              1
Rodman              1
Obie                1
Pupcasso            1
Rorie               1
Bruiser             1
Butter              1
Shooter             1
Birf                1
Furzey              1
Gordon              1
Stefan              1
Rilo                1
Burt                1
by                  1
Devón               1
Eevee               1
Dex                 1
Kendall             1
Jaycob              1
Samsom              1
Rueben              1
Jeffrie             1
Darla               1
Lizzie              1
Chuq                1
Dotsy               1
Cecil               1
Molly               1
Bauer               1
Pipsy               1
Kevon               1
Rodney              1
Terrance            1
Chloe               1
Sparky              1
Rinna               1
Pepper              1
Alejandro           1
all                 1
Heinrich            1
Christoper          1
Sweet               1
Lolo                1
Noosh               1
Wishes              1
Zeek                1
Rizzy               1
Grizz               1
Tater               1
Kane                1
Reagan              1
Tito                1
his                 1
Steve               1
Pippin              1
Kuyu                1
Aiden               1
Philippe            1
Ralphie             1
Pinot               1
Lilly               1
Harnold             1
JD                  1
Billl               1
Aldrick             1
Maks                1
Tess                1
Arlen               1
Trevith             1
Bode                1
Bobb                1
Robin               1
Coopson             1
Stephanus           1
Jo                  1
Meatball            1
Brownie             1
Luther              1
Eazy                1
Tyrus               1
Comet               1
Carly               1
Cora                1
Scruffers           1
Chesterson          1
Beya                1
Oshie               1
Olaf                1
Finnegus            1
Winifred            1
Emma                1
Chompsky            1
Venti               1
Kloey               1
Brudge              1
Saydee              1
Millie              1
Chadrick            1
Willem              1
Augie               1
Mack                1
Kaia                1
Crumpet             1
Nico                1
Adele               1
Raphael             1
Chuck               1
Dot                 1
Tuck                1
Glenn               1
Batdog              1
Cedrick             1
Crawford            1
Blipson             1
Jareld              1
Randall             1
Lillie              1
Dixie               1
Richie              1
Tom                 1
Antony              1
Laela               1
Caryl               1
Sprinkles           1
Jackie              1
Arnie               1
Kobe                1
Flash               1
Skittles            1
Vixen               1
Sailor              1
Brady               1
Ben                 1
Florence            1
Divine              1
Dido                1
Tommy               1
Ed                  1
Snickers            1
Charleson           1
Andy                1
Sephie              1
Claude              1
Carbon              1
Kenzie              1
Edgar               1
Marlee              1
Grey                1
Creg                1
Ozzie               1
Blue                1
Ridley              1
Freddery            1
Kulet               1
Katie               1
Kyro                1
Rubio               1
infuriating         1
Noah                1
Shikha              1
Wesley              1
Boston              1
Bradley             1
Timison             1
Monty               1
Tobi                1
Jeffri              1
Cermet              1
Asher               1
Karl                1
Alfy                1
Godi                1
Willow              1
Theo                1
Anthony             1
Arya                1
Strudel             1
Bloo                1
Suki                1
Jerome              1
Tuco                1
Pablo               1
Pubert              1
Monkey              1
Aqua                1
Bowie               1
Geoff               1
Sierra              1
Ruffles             1
Maisey              1
Butters             1
Cali                1
Shadoe              1
Cheesy              1
Kota                1
Severus             1
Bobbay              1
Bobble              1
Oreo                1
Grizzie             1
Maude               1
Brooks              1
Naphaniel           1
Alexanderson        1
Shaggy              1
Bookstore           1
Rey                 1
Kara                1
Fillup              1
Doobert             1
such                1
Margo               1
Gin                 1
Jeremy              1
Rooney              1
Schnozz             1
Dallas              1
Marq                1
Miley               1
Rocco               1
William             1
Napolean            1
Danny               1
Yoda                1
Hall                1
Milky               1
Brutus              1
Banjo               1
Duddles             1
Walker              1
Mike                1
Jazz                1
Striker             1
Lacy                1
Derby               1
Sora                1
Akumi               1
Moreton             1
Huck                1
Puff                1
Juckson             1
Fido                1
Zara                1
Berkeley            1
Travis              1
Joshwa              1
Bertson             1
River               1
Bilbo               1
Colin               1
Fwed                1
Diogi               1
Pawnd               1
Jarod               1
Alf                 1
Al                  1
Kellogg             1
Scott               1
Rizzo               1
Lilah               1
Holly               1
Stark               1
Rufio               1
Obi                 1
Buddah              1
Ole                 1
Eve                 1
Koko                1
Pancake             1
Shnuggles           1
Huxley              1
Kial                1
Wafer               1
Geno                1
Harrison            1
Rolf                1
Baron               1
Bonaparte           1
Clifford            1
Aubie               1
Bungalo             1
Keurig              1
Fred                1
Bell                1
Blu                 1
Ralphé              1
Jockson             1
Cuddles             1
Dook                1
Sid                 1
Mingus              1
Mutt                1
Tonks               1
Tebow               1
Sprout              1
Meyer               1
Ashleigh            1
Durg                1
Socks               1
Hero                1
Newt                1
Tilly               1
Astrid              1
O                   1
Jazzy               1
Craig               1
Rambo               1
Anna                1
Joey                1
Staniel             1
Darby               1
Murphy              1
Name: name, dtype: int64

Code

In [104]:
twitter_archive_clean.query('name == "None"').loc[:,['text','name']]
Out[104]:
text name
1917 Ermergerd 12/10 None
1916 Never seen this breed before. Very pointy pup. Hurts when you cuddle. Still cute tho. 10/10 None
1915 Exotic dog here. Long neck. Weird paws. Obsessed with bread. Waddles. Flies sometimes (wow!). Very happy dog. 6/10 None
1911 Two dogs in this one. Both are rare Jujitsu Pythagoreans. One slightly whiter than other. Long legs. 7/10 and 8/10 None
1908 This a Norwegian Pewterschmidt named Tickles. Ears for days. 12/10 I care deeply for Tickles None
1906 Another topnotch dog. His name is Big Jumpy Rat. Massive ass feet. Superior tail. Jumps high af. 12/10 great pup None
1900 Never seen dog like this. Breathes heavy. Tilts head in a pattern. No bark. Shitty at fetch. Not even cordless. 1/10 None
1899 What a dog to start the day with. Very calm. Likes to chill by pond. Corkscrews sticking out of head. Obedient. 7/10 None
1895 Super rare dog. Endangered (?). Thinks it's funny. Mocks everything I say. Colorful af. Has wings (dope). 9/10 None
1894 Dogs only please. Small cows and other non canines will not be tolerated. Sick tattoos tho 8/10 None
1893 OMIGOD 12/10 None
1891 THE EYES 12/10\n\nI'm sorry. These are supposed to be funny but your dogs are too adorable None
1920 Here we have a neat pup. Very white. Cool shades. Upcoming cruise? Great dog 10/10 None
1948 Unfamiliar with this breed. Ears pointy af. Won't let go of seashell. Won't eat kibble. Not very fast. Bad dog 2/10 None
1945 12/10 simply brilliant pup None
1944 These are Peruvian Feldspars. Their names are Cupit and Prencer. Both resemble Rand Paul. Sick outfits 10/10 &amp; 10/10 None
1943 My goodness. Very rare dog here. Large. Tail dangerous. Kinda fat. Only eats leaves. Doesn't come when called 3/10 None
1939 12/10 gimme now None
1937 Here we have a Hufflepuff. Loves vest. Eyes wide af. Flaccid tail. Matches carpet. Always a little blurry. 8/10 None
1933 Extremely intelligent dog here. Has learned to walk like human. Even has his own dog. Very impressive 10/10 None
1927 These are strange dogs. All have toupees. Long neck for dogs. In a shed of sorts? Work in groups? 4/10 still petable None
1924 Quite an advanced dog here. Impressively dressed for canine. Has weapon. About to take out trash. 10/10 good dog None
1923 *takes several long deep breaths* omg omg oMG OMG OMG OMGSJYBSNDUYWJO 12/10 None
1888 Neat dog. Lots of spikes. Always in push-up position. Laid a shit ton of eggs earlier. Super stellar pup. 10/10 None
1883 Wow. Armored dog here. Ready for battle. Face looks dangerous. Not very loyal. Lil dog on back havin a blast. 5/10 None
1880 This dog resembles a baked potato. Bed looks uncomfortable. No tail. Comes with butter tho. 3/10 petting still fun None
1878 This lil pup is Oliver. Hops around. Has wings but doesn't fly (lame). Annoying chirp. Won't catch tennis balls 2/10 None
1877 Fun dogs here. Top one clearly an athlete. Bottom one very stable. Not very soft tho. 9/10s would still cuddle both None
1980 Here we have a well-established sunblockerspaniel. Lost his other flip-flop. 6/10 not very waterproof None
1979 This appears to be a Mongolian Presbyterian mix. Very tired. Tongue slip confirmed. 9/10 would lie down with None
1978 Can stand on stump for what seems like a while. Built that birdhouse? Impressive. Made friends with a squirrel. 8/10 None
1977 Oh my. Here you are seeing an Adobe Setter giving birth to twins!!! The world is an amazing place. 11/10 None
1976 Not familiar with this breed. No tail (weird). Only 2 legs. Doesn't bark. Surprisingly quick. Shits eggs. 1/10 None
1975 Very concerned about fellow dog trapped in computer. 10/10 None
1974 Can take selfies 11/10 None
1970 Look at this jokester thinking seat belt laws don't apply to him. Great tongue tho 10/10 None
1969 Here we have a mixed Asiago from the Galápagos Islands. Only one ear working. Big fan of marijuana carpet. 8/10 None
1968 Unique dog here. Very small. Lives in container of Frosted Flakes (?). Short legs. Must be rare 6/10 would still pet None
1967 Those are sunglasses and a jean jacket. 11/10 dog cool af None
1966 Oh goodness. A super rare northeast Qdoba kangaroo mix. Massive feet. No pouch (disappointing). Seems alert. 9/10 None
1962 *internally screaming* 12/10 None
1961 Here we have an Austrian Pulitzer. Collectors edition. Levitates (?). 7/10 would garden with None
1960 Oh boy what a pup! Sunglasses take this one to the next level. Weirdly folds front legs. Pretty big. 6/10 None
1959 "Can you behave? You're ruining my wedding day"\nDOG: idgaf this flashlight tastes good as hell\n\n10/10 None
1958 Here we see a lone northeastern Cumberbatch. Half ladybug. Only builds with bricks. Very confident with body. 7/10 None
1954 Cool dog. Enjoys couch. Low monotone bark. Very nice kicks. Pisses milk (must be rare). Can't go down stairs. 4/10 None
1981 Let's hope this flight isn't Malaysian (lol). What a dog! Almost completely camouflaged. 10/10 I trust this pilot None
1982 Here we have a northern speckled Rhododendron. Much sass. Gives 0 fucks. Good tongue. 9/10 would caress sensually None
1989 Here we have a 1949 1st generation vulpix. Enjoys sweat tea and Fox News. Cannot be phased. 5/10 None
82 Here are my favorite #dogsatpollingstations \nMost voted for a more consistent walking schedule and to increase daily pats tenfold. All 13/10 None
79 We usually don't rate Deck-bound Saskatoon Black Bears, but this one is h*ckin flawless. Sneaky tongue slip too. 13/10 would hug firmly None
77 I can't believe this keeps happening. This, is a birb taking a bath. We only rate dogs. Please only send dogs. Thank you... 12/10 None
74 Guys please stop sending pictures without any dogs in th- oh never mind hello excuse me sir. 12/10 stealthy as h*ck None
24 This... is a Jubilant Antarctic House Bear. We only rate dogs. Please only send dogs. Thank you... 12/10 would suffocate in floof None
23 You may not have known you needed to see this today. 13/10 please enjoy (IG: emmylouroo) None
7 When you watch your owner call another dog a good boy but then they turn back to you and say you're a great boy. 13/10 None
5 Here we have a majestic great white breaching off South Africa's coast. Absolutely h*ckin breathtaking. 13/10 (IG: tucker_marlo) #BarkWeek None
32 Here we have a corgi undercover as a malamute. Pawbably doing important investigative work. Zero control over tongue happenings. 13/10 None
55 Please don't send in photos without dogs in them. We're not @porch_rates. Insubordinate and churlish. Pretty good porch tho 11/10 None
52 Ugh not again. We only rate dogs. Please don't send in well-dressed floppy-tongued street penguins. Dogs only please. Thank you... 12/10 None
41 Please only send dogs. We don't rate mechanics, no matter how h*ckin good. Thank you... 13/10 would sneak a pat None
36 I present to you, Pup in Hat. Pup in Hat is great for all occasions. Extremely versatile. Compact as h*ck. 14/10 (IG: itselizabethgales) None
3223 We normally don't rate birds but I feel bad cos this one forgot to fly south for the winter. 9/10 just wants a bath None
3219 Someone sent me this without any context and every aspect of it is spectacular. 13/10 please enjoy None
3217 Downright majestic af 12/10 None
3216 Here we see 33 dogs posing for a picture. All get 11/10 for superb cooperation None
3227 When you have a ton of work to do but then remember you have tomorrow off. 10/10 None
3209 Happy Wednesday here's a pup wearing a beret. 12/10 please enjoy None
3207 "I'm the only one that ever does anything in this household" 10/10 None
3230 When you stumble but recover quickly cause your crush is watching. 12/10 None
3256 Strange pup here. Easily manipulated. Rather inbred. Sharp for a dog. Appears uncomfortable. 8/10 would still pet None
3253 Army of water dogs here. None of them know where they're going. Have no real purpose. Aggressive barks. 5/10 for all None
3245 Another magnificent photo. 12/10 None
3237 Please send dogs. I'm tired of seeing other stuff like this dangerous pirate. We only rate dogs. Thank you... 10/10 None
3160 When you keepin the popcorn bucket in your lap and she reach for some... 10/10 None
3157 What kind of person sends in a pic without a dog in it? So churlish. Neat rug tho 7/10 None
3153 "Martha come take a look at this. I'm so fed up with the media's unrealistic portrayal of dogs these days." 10/10 None
3146 This may be the greatest video I've ever been sent. 4/10 for Charles the puppy, 13/10 overall. (Vid by @stevenxx_) None
3141 We normally don't rate unicorns but this one has 3 ears so it must be super rare. 12/10 majestic af None
3167 "Thank you friend that was a swell petting" 11/10 (vid by @MatthewjamesMac) None
3169 Please only send in dogs. Don't submit other things like this pic of Kenny Chesney in a bathtub. Thank you. 9/10 None
3194 She thought the sunset was pretty, but I thought she was prettier. 10/10 None
3193 This golden is happy to refute the soft mouth egg test. Not a fan of sweeping generalizations. 11/10 #notallpuppers None
3192 Happy Saturday here's a dog in a mailbox. 12/10 None
3191 Here we see one dog giving a puptalk to another dog. Both are focused af. Left one has powerful feet. 11/10 for both None
3189 I present to you... Dog Jesus. 13/10 (he could be sitting on a rock but I doubt it) None
3186 When bae says they can't go out but you see them with someone else that same night. 5/10 &amp; 10/10 for heartbroken pup None
3184 THE BRITISH ARE COMING\nTHE BRITISH ARE COMING\n10/10 None
3181 These are some pictures of Teddy that further justify his 13/10 rating. Please enjoy None
3171 "Fuck the system" 10/10 None
3257 I just love this picture. 12/10 lovely af None
3344 *collapses* 12/10 None
3338 Unique dog here. Wrinkly as hell. Weird segmented neck. Finger on fire. Doesn't seem to notice. 5/10 might still pet None
3336 We normally don't rate bears but this one seems nice. Her name is Thea. Appears rather fluffy. 10/10 good bear None
3328 I know we joke around on here, but this is getting really frustrating. We rate dogs. Not T-Rex. Thank you... 8/10 None
3327 I have no words. Just a magnificent pup. 12/10 None
3325 NAAAAAAA ZAPENYAAAAA MABADI-CHIBAWAAA 12/10 None
3370 Merry Christmas. My gift to you is this tiny unicorn running into a wall in slow motion. 11/10 None
3368 Here we have uncovered an entire battalion of holiday puppers. Average of 11.26/10 None
3363 Great picture here. Dog on the right panicked &amp; forgot about his tongue. Middle green dog must've fainted. All 10/10 None
3356 I thought I made this very clear. We only rate dogs. Stop sending other things like this shark. Thank you... 9/10 None
3139 If you are aware of who is making these please let me know. 13/10 vroom vroom None
3319 aahhhhkslaldhwnxmzbbs 12/10 for being da smooshiest None
3286 "Hello yes I'll just get one of each color thanks" 12/10 for all None
3278 I would like everyone to appreciate this pup's face as much as I do. 11/10 None
3276 "Tristan do not speak to me with that kind of tone or I will take away the Xbox." 10/10 None
3275 For the last time, WE. DO. NOT. RATE. BULBASAUR. We only rate dogs. Please only send dogs. Thank you ...9/10 None
3265 Your fav crew is back and this time they're embracing cannabis culture. 12/10 for all None
3263 Heartwarming scene here. Son reuniting w father after coming home from deployment. Very moving. 10/10 for both pups None
3290 "FOR THE LAST TIME I DON'T WANNA PLAY TWISTER ALL THE SPOTS ARE GREY DAMN IT CINDY" ...10/10 None
3316 "Have a seat, son. There are some things we need to discuss" 10/10 None
3314 I just want to be friends with this dog. Appears to be into the sports. A true brobean. 10/10 would introduce to mom None
3302 Heartwarming scene of two pups that want nothing more than to be together. Touching af. Great tongue. Both 11/10 None
3300 "Yo Boomer I'm taking a selfie, grab your stick"\n"Ok make sure to get this rad hole I just dug in there"\n\nBoth 10/10 None
3298 Gang of fearless hoofed puppers here. Straight savages. Elevated for extra terror. Front one has killed before 6/10s None
3297 Someone help the girl is being mugged. Several are distracting her while two steal her shoes. Clever puppers 121/110 None
3296 Two sneaky puppers were not initially seen, moving the rating to 143/130. Please forgive us. Thank you None
3292 After watching this video, we've determined that Pippa will be upgraded to a 12/10. Please enjoy None
3137 Here's a dog enjoying a sunset. 11/10 would trade lives with None
2982 From left to right:\nCletus, Jerome, Alejandro, Burp, &amp; Titson\nNone know where camera is. 45/50 would hug all at once None
2974 *lets out a tiny whimper and then collapses* ...12/10 None
2973 WeRateDogs stickers are here and they're 12/10! Use code "puppers" at checkout 🐶🐾\n\nShop now: None
2968 The squad is back for St. Patrick's Day! ☘ 💚\n13/10 for all None
2964 Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 None
2959 What hooligan sent in pictures w/out a dog in them? Churlish af. 3/10 just bc that's a neat fluffy bean bag chair None
2078 We. Only. Rate. Dogs. Do not send in other things like this fluffy floor shark clearly ready to attack. Get it together guys... 12/10 None
3008 This dog just brutally murdered a snowman. Currently toying with its nutritious remains 9/10 would totally still pet None
3002 When your roommate eats your leftover Chili's but you pretend it's no big deal cuz you fat anyway. 10/10 head up pup None
2998 Everybody stop what you're doing and watch this video. Frank is stuck in a loop. 13/10 (Vid by @klbmatty) None
2995 Please stop sending in non canines like this Guatemalan Twiggle Bunny. We only rate dogs. Only send in dogs... 11/10 None
2956 Oh. My. God. 13/10 magical af None
2955 I want to hear the joke this dog was just told. 10/10 None
2906 Get you a pup that can do both. 10/10 None
2904 We normally don't rate marshmallows but this one appears to be flawlessly toasted so I'll make an exception. 10/10 None
2908 This pic is old but I hadn't seen it until today and had to share. Creative af. 13/10 very good boy, would pet well None
2949 I can't even comprehend how confused this dog must be right now. 10/10 None
2946 Please don't send in any more polar bears. We only rate dogs. Thank you... 10/10 None
2942 Here we see an extremely rare Bearded Floofmallow. Only a few left in the wild. 11/10 would pet with a purpose None
2940 Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody None
2938 I know we only rate dogs, but since it's Easter I guess we could rate a bunny for a change. 10/10 petable as hell None
2937 Happy Easter from the squad! 🐇🐶 13/10 for all None
2934 Here are two lil cuddly puppers. Both 12/10 would snug like so much None
3102 ERMAHGERD 12/10 please enjoy None
3099 "I'm bathing the children what do you want?" ...both 10/10 None
3096 "Don't ever talk to me or my son again." ...both 10/10 None
3091 Take all my money. 10/10 None
3106 This dog is never sure if he's doing the right thing. 10/10 None
3135 12/10 revolutionary af None
3131 Guys I found the dog from Up. 12/10 None
3130 These two pirates crashed their ship and don't know what to do now. Very irresponsible of them. Both 9/10 None
3124 Happy Wednesday here's a bucket of pups. 44/40 would pet all at once None
3116 "Dammit hooman quit playin I jus wanna wheat thin" 11/10 None
3109 Here we are witnessing five Guatemalan Birch Floofs in their natural habitat. All 12/10 (Vid by @pootdanielle) None
3043 When you wake up from a long nap and have no idea who you are. 12/10 None
3040 "Yes hi could I get a number 4 with no pickles" ...12/10 None
3038 I found a forest Pipsy. 12/10 None
3023 When you're just relaxin and having a swell time but then remember you have to fill out the FAFSA ...11/10 None
3020 Please enjoy this pup in a cooler. Permanently ready for someone to throw a tennis ball his way. 12/10 None
3018 Here's a sneak peek of me on spring break. 10/10 so many tired pups these days None
3030 "Ma'am, for the last time, I'm not authorized to make that type of transaction" 11/10 None
3074 I'm not sure what's happening here, but it's pretty spectacular. 12/10 for both None
3067 I know it's tempting, but please stop sending in pics of Donald Trump. Thank you ...9/10 None
3066 "AND IIIIIIIIIIIEIIIIIIIIIIIII WILL ALWAYS LOVE YOUUUUU" 11/10 None
3065 Please enjoy this picture as much as I did. 12/10 None
3053 Really guys? Again? I know this is a rare Albanian Bingo Seal, but we only rate dogs. Only send in dogs... 9/10 None
3050 When you're trying to watch your favorite tv show but your friends keep interrupting. 10/10 relatable af None
3049 "YOU CAN'T HANDLE THE TRUTH" both 10/10 None
3714 Pink dogs here. Unreasonably long necks. Left guy has only 1 leg. Quite nimble. Don't bark tho 4/10s would still pet None
3712 After so many requests... here you go.\n\nGood dogg. 420/10 None
3711 Yea I can't handle this job anymore your dogs are too adorable. 12/10 None
3708 Two miniature golden retrievers here. Webbed paws. Don't walk very efficiently. Can't catch a tennis ball. 4/10s None
3706 Me running from commitment. 10/10 None
3705 Neat pup here. Enjoys lettuce. Long af ears. Short lil legs. Hops surprisingly high for dog. 9/10 still very petable None
3703 *struggling to breathe properly* 12/10 None
3700 Pack of horned dogs here. Very team-oriented bunch. All have weird laughs. Bond between them strong. 8/10 for all None
3698 This pup holds the secrets of the universe in his left eye. 12/10 None
3694 Tfw she says hello from the other side. 9/10 None
3692 Striped dog here. Having fun playing on back. Sturdy paws. Looks like an organized Dalmatian. 7/10 would still pet None
3717 Scary dog here. Too many legs. Extra tail. Not soft, let alone fluffy. Won't bark. Moves sideways. Has weapon. 2/10 None
3745 Silly dog here. Wearing bunny ears. Nice long tail. Unique paws. Not crazy soft but will do. Extremely agile. 7/10 None
3743 Honor to rate this dog. Great teeth. Nice horns. Unbelievable posture. Fun to pet. Big enough to ride. 10/10 rad dog None
3737 *screams for a little bit and then crumples to the floor shaking* 12/10 None
3732 "To bone or not to bone?"\n10/10 None
3730 This dude slaps your girl's ass what do you do?\n5/10 None
3729 Flamboyant pup here. Probably poisonous. Won't eat kibble. Doesn't bark. Slow af. Petting doesn't look fun. 1/10 None
3727 Two obedient dogs here. Left one has extra leg sticking out of its back. They each get 9/10. Would pet both at once None
3724 I would do radical things in the name of Dog God. I'd believe every word in that book. 10/10 None
3719 Can't do better than this lol. 10/10 for the owner None
3746 This dog can't see its haters. 11/10 None
3652 Exotic underwater dog here. Very shy. Wont return tennis balls I toss him. Never been petted. 5/10 I bet he's soft None
3649 10/10 for dog. 7/10 for cat. 12/10 for human. Much skill. Would pet all None
3647 Mighty rare dogs here. Long smooth necks. Great knees. Travel in squads. 1 out of every 14 is massive. 8/10 for all None
3645 When you accidentally open up the front facing camera. 10/10 None
3638 When she says she'll be ready in a minute but you've been waiting in the car for almost an hour. 10/10 None
3636 Lots of pups here. All are Judea Hazelnuts. Exceptionally portable. 8/10 for all None
3657 This pup has a heart on its ass and that is downright legendary. 12/10 None
3682 Super rare dog here. Spiffy mohawk. Sharp mouth. Shits eggs. Cool chariot wheel in background. 6/10 v confident pup None
3678 Interesting dog here. Very large. Purple. Manifests rainbows. Perfect teeth. No ears. Surprisingly knowledgable 6/10 None
3675 I'm just going to leave this one here as well. 13/10 None
3672 Very fit horned dog here. Looks powerful. Not phased by wind. Great beard. Big enough to ride? 6/10 would cuddle None
3670 When you try to recreate the scene from Lady &amp; The Tramp but then remember you don't have a significant other. 10/10 None
3668 Remarkable dog here. Walks on back legs really well. Looks extra soft. 8/10 would cuddle with None
3747 Vibrant dog here. Fabulous tail. Only 2 legs tho. Has wings but can barely fly (lame). Rather elusive. 5/10 okay pup None
3837 Incredibly rare dog here. Good at bipedalism. Rad blue spikes. Ready to dance. 11/10 None
3821 Honor to rate this dog. Lots of fur on him. Two massive tumors on back. Should get checked out. Very neat tho. 7/10 None
3818 Two gorgeous pups here. Both have cute fake horns(adorable). Barn in the back looks on fire. 5/10 would pet rly well None
3815 Super rare dog right here guys. Doesn't bark. Seems strong. Blue. Very family friendly pet. 10/10 overall good dog None
3814 Here we have Pancho and Peaches. Pancho is a Condoleezza Gryffindor, and Peaches is just an asshole. 10/10 &amp; 7/10 None
3823 Unique dog here. Oddly shaped tail. Long pink front legs. I don't think dogs breath underwater sos. 4/10 bad owner None
3838 Fascinating dog here. Loves beach. Oddly long nose for dog. Massive ass paws. Hard to cuddle w. 3/10 would still pet None
3867 These two dogs are Bo &amp; Smittens. Smittens is trying out a new deodorant and wanted Bo to smell it. 10/10 true pals None
3866 Sneaky dog here. Tuba player has no clue. 10/10 super sneaky None
3862 Here we have an Azerbaijani Buttermilk named Guss. He sees a demon baby Hitler behind his owner. 10/10 stays alert None
3859 I can't do better than he did. 10/10 None
3858 2 rare dogs. They waddle (v inefficient). Sometimes slide on bellies. Right one wants to be aircraft Marshall. 9/10s None
3855 Good teamwork between these dogs. One is on lookout while other eats. Long necks. Nice big house. 9/10s good pups None
3850 There's a lot going on here but in my honest opinion every dog pictured is pretty fabulous. 10/10 for all. Good dogs None
3849 It is an honor to rate this pup. He is a Snorklhuahua from Amarillo. A true renaissance dog. Also part Rudolph 10/10 None
3809 Just got home from college. Dis my dog. She does all my homework. Big red turd in background. 13/10 no bias at all None
3769 "Hi yes this is dog. I can't help with that s- sir please... the manager isn't in right n- well that was rude"\n10/10 None
3765 AT DAWN...\nWE RIDE\n\n11/10 None
3776 😂😂😂 10/10 for the dog and the owner None
3757 Sharp dog here. Introverted. Loves purple. Not fun to pet. Hurts to cuddle with. 6/10 still good dog tho None
3750 Two unbelievably athletic dogs here. Great form. Perfect execution. 10/10 for both None
3777 Awesome dog here. Not sure where it is tho. Spectacular camouflage. Enjoys leaves. Not very soft. 5/10 still petable None
3803 Here we have a Gingivitis Pumpernickel named Zeus. Unmatched tennis ball capacity. 10/10 would highly recommend None
3794 Special dog here. Pretty big. Neck kinda long for dog. Cool spots. Must be a Dalmatian variant. 6/10 would still pet None
3792 Very human-like. Cute overbite smile *finger to earpiece* I'm being told that the dog is actually on the right\n10/10 None
3783 I've never seen a dog so genuinely happy about a tennis ball. 12/10 s'cute None
3780 Here we see really big dog cuddling smaller dog. Very touching. True friendship. 10/10s would pet both at once None
3469 ITSOFLUFFAYYYYY 12/10 None
3464 *screeches for a sec and then faints* 12/10 None
3461 When someone yells "cops!" at a party and you gotta get your drunk friend out of there. 10/10 None
3458 Finally some constructive political change in this country. 11/10 None
3456 Exotic handheld dog here. Appears unathletic. Feet look deadly. Can be thrown a great distance. 5/10 might pet idk None
3454 Who leaves the last cupcake just sitting there? 9/10 None
3453 This pups goal was to get all four feet as close to each other as possible. Valiant effort 12/10 None
3450 10/10 I'd follow this dog into battle no questions asked None
3448 Here we see a Byzantine Rigatoni. Very aerodynamic. No eyes. Actually not windy here they just look like that. 9/10 None
3472 Hope your Monday isn't too awful. Here's two baseball puppers. 11/10 for each None
3501 12/10 stay woke None
3496 We've got ourselves a battle here. Watch out Reggie. 11/10 None
3491 Here's a handful of sleepy puppers. All look unaware of their surroundings. Lousy guard dogs. Still cute tho 11/10s None
3490 🎶 HELLO FROM THE OTHER SIIIIIIIIDE 🎶 10/10s None
3488 Here we have an entire platoon of puppers. Total score: 88/80 would pet all at once None
3487 &amp; this is Yoshi. Another world record contender 11/10 (what the hell is happening why are there so many contenders?) None
3486 Ok, I'll admit this is a pretty adorable bunny hopping towards the ocean but please only send in dogs... 11/10 None
3485 Breathtaking scene. A father taking care of his newborn pup. Tugs at the heartstrings. 10/10 restores my faith None
3482 "Yes hello I'ma just snag this here toasted bagel real quick. carry on." 9/10 None
3481 Extremely rare pup here. Very religious. Always praying. Too many legs. Not overwhelmingly fluffy. Won't bark. 3/10 None
3478 These two pups just met and have instantly bonded. Spectacular scene. Mesmerizing af. 10/10 and 7/10 for blue dog None
3502 I shall call him squishy and he shall be mine, and he shall be my squishy. 13/10 None
3441 This dog gave up mid jump. 9/10 None
3404 If your Monday isn't going so well just take a look at this. Both 12/10 None
3403 This dog doesn't know how to stairs. Quite tragic really. 9/10 get it together pup None
3399 I know everyone's excited for Christmas but that doesn't mean you can send in reindeer. We only rate dogs... 8/10 None
3389 This pup's name is Sabertooth (parents must be cool). Ears for days. Jumps unannounced. 9/10 would pet diligently None
3384 "Dammit hooman I'm jus trynna lik the fler" 11/10 None
3413 Exotic pup here. Tail long af. Throat looks swollen. Might breathe fire. Exceptionally unfluffy 2/10 would still pet None
3439 Not much to say here. I just think everyone needs to see this. 12/10 None
3437 Contortionist pup here. Inside pentagram. Clearly worships Satan. Known to slowly push fragile stuff off tables 6/10 None
3434 In honor of the new Star Wars movie. Here's Yoda pug. 12/10 pet really well, would I None
3433 Endangered triangular pup here. Could be a wizard. Caught mid-laugh. No legs. Just fluff. Probably a wizard. 9/10 None
3432 This was Cindy's face when she heard Susan forgot the snacks for after the kid's soccer game. 11/10 None
3429 IT'S PUPPERGEDDON. Total of 144/120 ...I think None
3428 Guys this was terrifying. Really spooked me up. We don't rate ghosts. We rate dogs. Please only send dogs... 9/10 None
3427 "Everything looks pretty good in there. Make sure to brush your gums. Been flossing? How's school going?" Both 10/10 None
3419 These little fellas have opposite facial expressions. Both 12/10 None
3418 This made my day. 12/10 please enjoy None
3415 Touching scene here. Really stirs up the emotions. The bond between father &amp; son. So beautiful. 10/10 for both pups None
3625 Marvelous dog here. Rad ears. Not very soft. Large tumor on nose. Has a pet rock. Good w kids. 6/10 overall neat pup None
3505 Rare shielded battle dog here. Very happy about abundance of lettuce. Painfully slow fetcher. Still petable. 5/10 None
3588 When you're having a blast and remember tomorrow's Monday. 11/10 None
3586 Large blue dog here. Cool shades. Flipping us off w both hands. Obviously a preteen. 3/10 for rude blue preteen pup None
3582 I know a lot of you are studying for finals. Good luck! Here's this. It should help somehow. 12/10 None
3581 🎶 HELLO FROM THE OTHER SIIIIIIIIDE 🎶 10/10 None
3578 Guys I'm getting real tired of this. We only rate dogs. Please don't send in other things like this Bulbasaur. 3/10 None
3575 This pup is sad bc he didn't get to be the toy car. Also he has shitty money management skills. 10/10 still cute tho None
3572 When you realize it doesn't matter how hard you study. You're still going to fail. 10/10 None
3569 Yea I can't handle the cuteness anymore. Curls for days. 12/10 for all None
3568 Herd of wild dogs here. Not sure what they're trying to do. No real goals in life. 3/10 find your purpose puppers None
3579 When you're having a great time sleeping and your mom comes in and turns on the lights. 10/10 None
3618 Extraordinary dog here. Looks large. Just a head. No body. Rather intrusive. 5/10 would still pet None
3617 Very happy pup here. Always smiling. Loves his little leaf. Carries it everywhere with him. 9/10 None
3611 Magical floating dog here. Very calm. Always hangs by the pond. Rather moist. Good listener. 6/10 personally I'd pet None
3608 Take a moment and appreciate how these two dogs fell asleep. Simply magnificent. 10/10 for both None
3605 IT'S SO SMALL ERMERGERF 11/10 None
3602 *lets out a tiny screech and then goes into complete cardiac arrest* 12/10 None
3598 Sun burnt dog here. Quite large. Wants to promote peace. Looks unemployed. Ears for days. 7/10 would pet profusely None
3597 When you ask your professor about extra credit on the last day of class. 8/10 None
3504 RT until we find this dog. Clearly a cool dog (front leg relaxed out window). Looks to be a superb driver. 10/10 None
3530 ER... MER... GERD 13/10 None
3529 I have found another. 13/10 None
3527 When your entire life is crumbling before you and you're trying really hard to hold your shit together.\n10/10 None
3526 Ok last one of these. I may try to make some myself. Anyway here ya go. 13/10 None
3532 Bedazzled pup here. Fashionable af. Super yellow. Looks hella fluffy. Webbed paws for efficient fetching. 8/10 None
3517 What an honor. 3 dogs here. Blond one is clearly a gymnast. Other two just confused. Very nifty pups. 9/10 for all None
3515 When you're presenting a group project and the 4th guy tells the teacher that he did all the work. 10/10 None
3514 holy shit 12/10 None
3513 What kind of person sends in a picture without a dog in it? 1/10 just because that's a nice table None
3510 Yea I lied. Here's more. All 13/10 None
3509 Everyone needs to watch this. 13/10 None
3507 The tail alone is 13/10. Great dog, better owner None
3506 Happy Friday. Here's some golden puppers. 12/10 for all None
3534 This pup was carefully tossed to make it look like she's riding that horse. I have no words this is fabulous. 12/10 None
3535 These two pups are masters of camouflage. Very dedicated to the craft. Both must've spent decades practicing. 10/10s None
3558 "AT DAWN, WE RIDE"\n10/10 for both dogs None
3547 Rare submerged pup here. Holds breath for a long time. Frowning because that spoon ignores him. 5/10 would still pet None
3545 When you see sophomores in high school driving. 11/10 None
3544 Two gorgeous dogs here. Little waddling dog is a rebel. Refuses to look at camera. Must be a preteen. 5/10 &amp; 8/10 None
3539 "🎶 DO YOU BELIEVE IN LIFE AFTER LOVE 🎶"\n11/10 None
3537 Everyone please just appreciate how perfect these two photos are. 12/10 for both None
3536 Just received another perfect photo of dogs and the sunset. 12/10 None
2958 "Please, no puparazzi" 11/10 None
2396 "Good afternoon class today we're going to learn what makes a good boy so good" 13/10 None
2385 I call this one "A Blep by the Sea" 12/10 None
2384 Please only send in dogs. We only rate dogs, not seemingly heartbroken ewoks. Thank you... still 10/10 would console None
2417 oh h*ck 10/10 None
2339 Name a more iconic quartet... I'll wait. 13/10 for all None
2350 Happy New Year from the squad! 13/10 for all None
2372 I'm happy to inform you all that Jake is in excellent hands. 13/10 for him and his new family \n None
2363 Everybody stop what you're doing and look at this dog with her tiny Santa hat. 13/10 None
2360 We only rate dogs. Please don't send in other things like this very good Christmas tree. Thank you... 13/10 None
2441 I didn't believe it at first but now I can see that voter fraud is a serious h*ckin issue. 11/10 None
2527 We normally don't rate lobsters, but this one appears to be a really good lobster. 10/10 would pet with caution None
2525 Idk why this keeps happening. We only rate dogs. Not Bangladeshi Couch Chipmunks. Please only send dogs... 12/10 None
2524 Who keeps sending in pictures without dogs in them? This needs to stop. 5/10 for the mediocre road None
2560 This girl straight up rejected a guy because he doesn't like dogs. She is my hero and I give her 13/10 None
2557 I can't tap the screen to make the hearts appear fast enough. 10/10 for the source of all future unproductiveness None
2549 "Yep... just as I suspected. You're not flossing." 12/10 and 11/10 for the pup not flossing None
2532 Here's a perturbed super floof. 12/10 would snug so damn well None
2543 RIP Loki. Thank you for the good times. You will be missed by many. 14/10 None
2538 Everybody drop what you're doing and look at this dog. 13/10 must be super h*ckin rare None
2534 We only rate dogs. Pls stop sending in non-canines like this Urban Floof Giraffe. I can't handle this. 11/10 None
2464 Your favorite squad is looking extra h*ckin spooky today. 13/10 for all None
2456 Oh h*ck look at this spookling right here. Fright level off the charts. 12/10 sufficiently spooked None
2471 When she says you're a good boy and you know you're a good boy because you're a good boy. 13/10 None
2498 "Honestly Kathleen I just want more Ken Bone" 12/10 None
2491 Did... did they pick out that license plate? 12/10 for both None
2489 Atlas is back and this time he's got doggles. Still 13/10 solarly conscious af None
2319 I've never wanted to go to a camp more in my entire life. 12/10 for all on board None
2167 At first I thought this was a dog because of the sign, but it is clearly Wilson from Home Improvement. Please only send in dogs... 11/10 None
2165 Seriously guys? Again? We only rate dogs. Please stop submitting other things like this super good hammerhead shark. Thank you... 12/10 None
2158 Oh jeez u did me quite the spook little fella. We normally don't rate triceratops but this one seems suspiciously good. 11/10 would pet well None
2150 A photographer took pictures before and after he told his bunny he's a good boy. Here are the results. 13/10 None
2140 THIS IS CHARLIE, MARK. HE DID JUST WANT TO SAY HI AFTER ALL. PUPGRADED TO A 14/10. WOULD BE AN HONOR TO FLY WITH None
2169 Please stop sending in animals other than dogs. We only rate dogs. Not Furry Ecuadorian Sea Turtles. Thank you... 12/10 None
2186 PUPDATE: I'm proud to announce that Toby is 236 days sober. Pupgraded to a 13/10. We're all very proud of you, Toby None
2183 C'mon guys. Please only send in dogs. We only rate dogs, not Exceptional-Tongued Peruvian Floor Bears. Thank you... 12/10 None
2182 We usually don't rate polar bears but this one seems extra good. Majestic as h*ck. 13/10 would hug for a while None
2177 Unbelievable... We. Only. Rate. Dogs. Please stop sending in other things like this Blossoming Flop Kangaroo. Thank you... 11/10 None
2100 Oh my this spooked me up. We only rate dogs, not happy ghosts. Please send dogs only. It's a very simple premise. Thank you... 13/10 None
2097 Unbelievable. We only rate dogs. Please don't send in non-canines like the "I" from Pixar's opening credits. Thank you... 12/10 None
2095 Here's a h*ckin peaceful boy. Unbothered by the comings and goings. 13/10 please reveal your wise ways None
2085 Real funny guys. Sending in a pic without a dog in it. Hilarious. We'll rate the rug tho because it's giving off a very good vibe. 11/10 None
2107 We only rate dogs. Please don't send in Jesus. We're trying to remain professional and legitimate. Thank you... 14/10 None
2136 Instead of the usual nightly dog rate, I'm sharing this story with you. Meeko is 13/10 and would like your help \n\n None
2130 Here we have an exotic dog. Good at ukulele. Fashionable af. Has two more arms if needed. Is blue. Knows what 'ohana means. 13/10 would pet None
2125 Here we have perhaps the wisest dog of all. Above average with light sabers. Immortal as h*ck. 14/10 dog, or dog not, there is no try None
2120 HI. MY. NAME. IS. BOOMER. AND. I. WANT. TO. SAY. IT'S. H*CKIN. RIDICULOUS. THAT. DOGS. CAN'T VOTE. ABSOLUTE. CODSWALLUP. THANK. YOU. 13/10 None
2118 We only rate dogs. Please don't send perfectly toasted marshmallows attempting to drive. Thank you... 13/10 None
2113 Ladies and gentlemen... I found Pipsy. He may have changed his name to Pablo, but he never changed his love for the sea. Pupgraded to 14/10 None
2286 We only rate dogs. Please don't send in any more non-dogs like this Wild Albanian Street Moose. Thank you... 11/10 None
2318 We are proud to support @LoveYourMelon on their mission to put a hat on every kid battling cancer. They are 14/10\n\n None
2317 The floofs have been released I repeat the floofs have been released. 84/70 None
2308 We only rate dogs. Please don't send pics of men capturing low level clouds. Thank you... 11/10 None
2305 Please stop sending in non-canines like this Very Pettable Dozing Bath Tortoise. We only rate dogs. Only send dogs... 12/10 None
2224 Atlas is back and this time he's prettier than the sunset. Seems to be aware of it too. 13/10 would give modeling contract None
2228 We only rate dogs. Please don't send in any non-canines like this Floppy Tongued House Panda. Thank you... 12/10 would still pet None
2205 You have been visited by the magical sugar jar puggo. He has granted you three boops. 13/10 would use immediately None
2203 I didn't even have to intervene. Took him 4 minutes to realize his error. 10/10 for Kevin None
2229 When you're so blinded by your systematic plagiarism that you forget what day it is. 0/10 None
2252 I usually only share these on Friday's, but this is Blue. He's a very smoochable pooch who needs your help. 13/10\n\n None
2200 Here we have some incredible doggos for #K9VeteransDay. All brave as h*ck. Salute your dog in solidarity. 14/10 for all None
7975 Here we have a Japanese Irish Setter. Lost eye in Vietnam (?). Big fan of relaxing on stair. 8/10 would pet None
2656 Why does this never happen at my front door... 165/150 None
2659 Teagan reads entire books in store so they're free. Loved 50 Shades of Grey (how dare I make that joke so late) 9/10 None
2771 When you're given AUX cord privileges from the back seat and accidentally start blasting an audiobook... both 10/10 None
2672 Here's a heartwarming scene of a single father raising his two pups. Downright awe-inspiring af. 12/10 for everyone None
2671 Pwease accept dis rose on behalf of dog. 11/10 None
2664 She walks herself up and down the train to be petted by all the passengers. 13/10 I can't handle this None
2663 Here's another picture without a dog in it. Idk why you guys keep sending these. 4/10 just because that's a neat rug None
2785 When your crush won't pay attention to you. Both 10/10 tragic af None
2791 Here we are witnessing the touchdown of a pupnado. It's not funny it's actually very deadly. 9/10 might still pet None
2631 Ohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboyohboy. 10/10 for all (by happytailsresort) None
2630 Guys.. we only rate dogs. Pls don't send any more pics of the Loch Ness Monster. Only send in dogs. Thank you. 11/10 None
2794 After so many requests, this is Bretagne. She was the last surviving 9/11 search dog, and our second ever 14/10. RIP None
2644 We only rate dogs... this is a Taiwanese Guide Walrus. Im getting real heckin tired of this. Please send dogs. 10/10 None
2702 "This photographer took pics of her best friend before and after she told them they were beautiful" 12/10 None
2730 #BarkWeek is getting rather heckin terrifying over here. Doin me quite the spooken. 13/10 (vid by @corgi_zero) None
2735 "So... we meat again" (I'm so sorry for that pun I couldn't resist pls don't unfollow) 10/10 None
2709 And finally, happy 4th of July from the squad 🇺🇸 13/10 for all None
2723 Duuun dun... duuun dun... dunn dun. dunn dun. dun dun dun dun dun dun dun dun dun dun dun dun dun dun dun. 10/10 None
2737 This sherk must've leapt out of the water and into the canoe, trapping the human. Won't even help paddle smh. 7/10 None
2750 PUPDATE: can't see any. Even if I could, I couldn't reach them to pet. 0/10 much disappointment None
2752 Guys... Dog Jesus 2.0\n13/10 buoyant af None
2753 When you just can't resist... 10/10 topnotch tongue None
2684 Here we are witnessing an isolated squad of bouncing doggos. Unbelievably rare for this time of year. 11/10 for all None
2683 "The dogtor is in hahahaha no but seriously I'm very qualified and that tumor is definitely malignant" 10/10 None
2681 When you hear your owner say they need to hatch another egg, but you've already been on 17 walks today. 10/10 None
2749 Guys... I said DOGS with "shark qualities" or "costumes." Not actual sharks. This did me a real frighten ...11/10 None
2739 Pls don't send more sherks. I don't care how seemingly floofy they are. It does me so much frighten. Thank u. 11/10 None
2744 Again w the sharks guys. This week is about dogs ACTING or DRESSING like sharks. NOT actual sharks. Thank u ...11/10 None
2745 Guys pls stop sending actual sharks. It's too dangerous for me and the people taking the photos. Thank you ...10/10 None
2746 Never seen a shark hold another shark like this before. Must be evolving. Both 10/10 please only send dogs though None
2795 When the photographer forgets to tell you where to look... 10/10 None
2866 I swear to god if we get sent another Blue Madagascan Peacock we'll deactivate. We 👏 Only 👏 Rate 👏 Dogs... 9/10 None
2854 When you're way too slow for the "down low" portion of a high five. 13/10 None
2852 "Challenge accepted"\n10/10 None
2849 "Challenge completed" \n(pupgraded to 12/10) None
2587 Another pic without a dog in it? What am I supposed to do? Rate the carpet? Fine I will. 7/10 looks adequately comfy None
2885 Happy 4/20 from the squad! 13/10 for all None
2891 Garden's coming in nice this year. 10/10 None
2565 I WAS SENT THE ACTUAL DOG IN THE PROFILE PIC BY HIS OWNER THIS IS SO WILD. 14/10 ULTIMATE LEGEND STATUS None
2871 I'm getting super heckin frustrated with you all sending in non canines like this ostrich. We only rate dogs... 9/10 None
2578 Here's a couple rufferees making sure all the sports are played fairly today. Both 10/10 would bribe with extra pets None
2574 You need to watch these two doggos argue through a cat door. Both 11/10 None
2814 We only rate dogs. Pls stop sending in non-canines like this Slovak Car Bunny. It makes my job very difficult. 11/10 None
2817 Everybody stop what you're doing and watch these puppers enjoy summer. Both 13/10 None
2821 Right after you graduate vs when you remember you're on your own now and can barely work a washing machine ...10/10 None
2809 For the last time, we only rate dogs. Pls stop sending other animals like this Duck-Billed Platypus. Thank you. 9/10 None
2808 "Don't talk to me or my son ever again" ...10/10 for both None
2806 When a single soap orb changes your entire perception of the universe... 10/10 None
2628 This left me speechless. 14/10 heckin heroic af None
2802 This... is a Tyrannosaurus rex. We only rate dogs. Please only send in dogs. Thank you ...10/10 None
2833 "Ello this is dog how may I assist" ...10/10 None
2838 When your teacher agreed on 10,000 RTs and no final but after 24 hours you only have 37... 10/10 None
2825 We only rate dogs. Please stop sending in your 31 year old sons that won't get out of your house. Thank you... 11/10 None
2829 This dog is more successful than I will ever be. 13/10 absolute legend None
137 I have stumbled puppon a doggo painting party. They're looking to be the next Pupcasso or Puppollock. All 13/10 would put it on the fridge None
902 This doggo was initially thrilled when she saw the happy cartoon pup but quickly realized she'd been deceived. 10/10 None
882 Nothin better than a doggo and a sunset. 11/10 None
238 Here's a doggo fully pupared for a shower. H*ckin exquisite balance. Sneaky tongue slip too. 13/10 None
269 Here's a stressed doggo. Had a long day. Many things on her mind. The hat communicates these feelings exquisitely. 11/10 None
927 Here's a super majestic doggo and a sunset 11/10 None
81 Here's a very large dog. He has a date later. Politely asked this water person to check if his breath is bad. 12/10 good to go doggo None
320 Here's a doggo who looks like he's about to give you a list of mythical ingredients to go collect for his potion. 11/10 would obey None
450 Elder doggo does a splash. Both 13/10 incredible stuff None
775 Here's a doggo realizing you can stand in a pool. 13/10 enlightened af (vid by Tina Conrad) None
676 All hail sky doggo. 13/10 would jump super high to pet None
444 Here's a sleepy doggo that requested some assistance. 12/10 would carry everywhere None
431 Here's a doggo doin a struggle. 11/10 much determined None
810 Here's a doggo blowing bubbles. It's downright legendary. 13/10 would watch on repeat forever (vid by Kent Duryee) None
327 Here we have a doggo who has messed up. He was hoping you wouldn't notice. 11/10 someone help him None
699 Here's a doggo trying to catch some fish. 8/10 futile af (vid by @KellyBauerx) None
697 Hooman used Pokeball\n*wiggle*\n*wiggle*\nDoggo broke free \n10/10 None
370 Here's an anonymous doggo that appears to be very done with Christmas. 11/10 cheer up pup None
696 Nothing better than a doggo and a sunset. 10/10 majestic af None
365 Here's a doggo who has concluded that Christmas is entirely too bright. Requests you tone it down a notch. 11/10 None
293 Here's a little more info on Dew, your favorite roaming doggo that went h*ckin viral. 13/10 \n None
671 Here's a doggo completely oblivious to the double rainbow behind him. 10/10 someone tell him None
869 Here's a doggo struggling to cope with the winds. 13/10 None
659 This doggo is just waiting for someone to be proud of her and her accomplishment. 13/10 legendary af None
612 I don't know any of the backstory behind this picture but for some reason I'm crying. 13/10 for owner and doggo None
2148 At first I thought this was a shy doggo, but it's actually a Rare Canadian Floofer Owl. Amateurs would confuse the two. 11/10 only send dogs None
2554 Atlas rolled around in some chalk and now he's a magical rainbow floofer. 13/10 please never take a bath None
2815 Just wanted to share this super rare Rainbow Floofer in case you guys haven't seen it yet. 13/10 colorful af None
5260 This pupper has a magical eye. 11/10 I can't stop looking at it None
5462 This pupper is very passionate about Christmas. Wanted to give the tree a hug. So cute. 8/10 None
4530 Have you ever seen such a smol pupper? Portable af. 12/10 would keep in shirt pocket None
5023 Seriously, add us 🐶 11/10 for sad wet pupper None
4817 *faints* 12/10 perfection in pupper form None
5243 "You got any games on your phone" 7/10 for invasive brown Dalmatian pupper None
5456 I promise this wasn't meant to be a cuteness overload account but ermergerd look at this cozy pupper. 13/10 None
4829 Like father (doggo), like son (pupper). Both 12/10 None
5449 Here we see a rare pouched pupper. Ample storage space. Looks alert. Jumps at random. Kicked open that door. 8/10 None
4341 Here's a pupper with squeaky hiccups. Please enjoy. 13/10 None
5000 "I shall trip the big pupper with leash. Big pupper will never see it coming. I am a genius." Both 11/10 None
5016 Here's a very sleepy pupper. Thinks it's an airplane. 12/10 would snug for eternity None
5248 This pupper's New Year's resolution was to become a Hershey's kiss. 11/10 she's super pumped about it None
5432 Reckless pupper here. Not even looking at road. Absolute menace. No regard for fellow pupper lives. 10/10 still cute None
4540 Evolution of a pupper yawn featuring Max. 12/10 groundbreaking stuff None
5453 Watch out Airbud. This pupper is also good at the sports. 12/10 I'm thinking D1 None
5268 Everybody needs to read this. Jack is our first 14/10. Truly heroic pupper None
5368 This pupper is patiently waiting to scare the shit out of Santa. 10/10 None
5367 Here's a sleepy Christmas pupper 11/10 None
5301 Here we see a faulty pupper. Might need to replace batteries. Try turning off &amp; back on again. 9/10 would still pet None
5302 Breathtaking pupper here. Should be on the cover of Dogue. Top-notch tongue. Appears considerably fluffy. 12/10 None
4427 Here's a helicopter pupper. He takes off at random. H*ckin hard to control. 12/10 rare af None
4416 Here's a very sleepy pupper. Appears to be portable as h*ck. 12/10 would snug intensely None
5307 "Hello forest pupper I am house pupper welcome to my abode" (8/10 for both) None
4906 Here's a badass mystery pupper. You weren't aware that you owe him money, but you do. 10/10 shades sick af None
5348 I just love this pic. 11/10 this pupper is going places None
5314 Here we see a nifty leaping pupper. Feet look deadly. Sad that the holidays are over. 9/10 undeniably huggable None
5317 Happy New Year from your fav holiday squad! 🎉 12/10 for all\n\nHere's to a pupper-filled year 🍻🐶🐶🐶 None
5336 Can you spot Toby the guilty pupper? 7/10 would be higher but he made quite the mess shredding his stuffed pals None
5416 This pupper likes tape. 12/10 None
5400 Here's a pupper with some mean tan lines. Snazzy sweater though 12/10 None
4979 Here's a pupper with magic eyes. Not wearing a seat belt tho (irresponsible af). Very distracting to driver. 9/10 None
5282 Here we have a basking dino pupper. Looks powerful. Occasionally shits eggs. Doesn't want the holidays to end. 5/10 None
5465 Three generations of pupper. 11/10 for all None
4858 This pupper had to undergo emergency haircut surgery so he could hear again. 10/10 miraculous af None
4859 This pupper was about to explain where that dirt came from but then decided against it. 11/10 None
4383 Here's a pupper in a onesie. Quite pupset about it. Currently plotting revenge. 12/10 would rescue None
4385 Here we have Burke (pupper) and Dexter (doggo). Pupper wants to be exactly like doggo. Both 12/10 would pet at same time None
5387 This little pupper just arrived. 11/10 would snug None
5381 Everybody look at this beautiful pupper 13/10 None
4965 This pupper got her hair chalked for her birthday. Hasn't told her parents yet. Rebellious af. 11/10 very nifty None
4401 Pupper hath acquire enemy. 13/10 None
4407 Like doggo, like pupper version 2. Both 11/10 None
5373 This pupper is not coming inside until she catches a snowflake on her tongue. 11/10 the determination is palpable None
5418 Another spooky pupper here. Most definitely floating. No legs. Probably knows some dark magic. 10/10 very spooked None
4708 Pause your cookout and admire this pupper's nifty hat. 10/10 None
5153 This pupper is afraid of its own feet. 12/10 would comfort None
5158 I hope you guys enjoy this beautiful snowy pupper as much as I did. 11/10 None
5097 HAPPY V-DAY FROM YOUR FAV PUPPER SQUAD 13/10 for all None
5167 This pupper just descended from heaven. 12/10 can probably fly None
5168 "Hello yes could I get one pupper to go please thank you"\nBoth 13/10 None
5089 I know this is a tad late but here's a wonderful Valentine's Day pupper 12/10 None
4208 Here's a pupper before and after being asked "who's a good girl?" Unsure as h*ck. 12/10 hint hint it's you None
4141 Sometimes you guys remind me just how impactful a pupper can be. Cooper will be remembered as a good boy by so many. 14/10 rest easy friend None
5624 This lil pupper is sad because we haven't found Kony yet. RT to spread awareness. 12/10 would pet firmly None
4668 Here's a frustrated pupper attempting to escape a pool of Frosted Flakes. 12/10 None
4692 Please stop sending it pictures that don't even have a doggo or pupper in them. Churlish af. 5/10 neat couch tho None
5115 Here's a pupper with a piece of pizza. Two of everybody's favorite things in one photo. 11/10 None
4694 Here's a pupper that's very hungry but too lazy to get up and eat. 12/10 (vid by @RealDavidCortes) None
5114 This pupper doubles as a hallway rug. Very rare. Versatile af. 11/10 None
5593 This little pupper can't wait for Christmas. He's pretending to be a present. S'cute. 11/10 twenty more days 🎁🎄🐶 None
5144 This pupper only appears through the hole of a Funyun. Much like Phineas, this one is also mysterious af. 10/10 None
4732 PUPPER NOOOOO BEHIND YOUUU 10/10 pls keep this pupper in your thoughts None
5079 When it's Janet from accounting's birthday but you can't eat the cake cuz it's chocolate. 10/10 hang in there pupper None
5219 This pupper just wants to say hello. 11/10 would knock down fence for None
5051 Happy Friday here's a sleepy pupper 12/10 None
5048 This pupper doesn't understand gates. 10/10 so close None
4774 Was just informed about this hero pupper and others like her. Another 14/10, would be an absolute honor to pet None
5488 Here's a pupper licking in slow motion. 12/10 please enjoy None
5227 This pupper is sprouting a flower out of her head. 12/10 revolutionary af None
4290 Retweet the h*ck out of this 13/10 pupper #BellLetsTalk None
5477 I'm sure you've all seen this pupper. Not prepared at all for the flying disc of terror. 10/10 None
5036 This pupper killed this great white in an epic sea battle. Now wears it as a trophy. Such brave. Much fierce. 13/10 None
5234 With great pupper comes great responsibility. 12/10 None
5468 All this pupper wanted to do was go skiing. No one told him about the El Niño. Poor pupper. 10/10 maybe next year None
5540 This pupper is fed up with being tickled. 12/10 I'm currently working on an elaborate heist to steal this dog None
4249 I couldn't make it to the #WKCDogShow BUT I have people there on the ground relaying me the finest pupper pics possible. 13/10 for all None
5505 Good morning here's a grass pupper. 12/10 None
5078 If a pupper gave that to me I'd probably start shaking and faint from all the joy. 11/10 None
5200 This pupper can only sleep on shoes. It's a crippling disease. Tearing his family apart. 12/10 I'd totally pet tho None
5543 This pupper just wants a belly rub. This pupper has nothing to do w the tree being sideways now. 10/10 good pupper None
6680 Hopefully this puppo on a swing will help get you through your Monday. 11/10 would push None
6130 Here's a puppo participating in the #ScienceMarch. Cleverly disguising her own doggo agenda. 13/10 would keep the planet habitable for None
6291 Here's a super supportive puppo participating in the Toronto #WomensMarch today. 13/10 None
5994 Here's a puppo that seems to be on the fence about something haha no but seriously someone help her. 13/10 None
6116 Sorry for the lack of posts today. I came home from school and had to spend quality time with my puppo. Her name is Zoey and she's 13/10 None
6661 When ur older siblings get to play in the deep end but dad says ur not old enough. Maybe one day puppo. All 10/10 None
6516 I want to finally rate this iconic puppo who thinks the parade is all for him. 13/10 would absolutely attend None
6279 Here's a very loving and accepting puppo. Appears to have read her Constitution well. 14/10 would pat head approvingly None
In [105]:
twitter_archive_clean.loc[1908,'name'] = "Tickles"
In [106]:
twitter_archive_clean.loc[1906,'name'] = "Big Jumpy Rat"
In [107]:
twitter_archive_clean.loc[1944,'name'] = "Cupit"
In [108]:
twitter_archive_clean.loc[1878,'name'] = "Oliver"
In [109]:
twitter_archive_clean.loc[3146,'name'] = "Charles"
In [110]:
twitter_archive_clean.loc[3867,'name'] = "Smittens"
In [111]:
twitter_archive_clean.loc[3803,'name'] = "Zeus"
In [112]:
twitter_archive_clean.loc[3389,'name'] = "Sabertooth"
In [113]:
uppercase_name_list = ['O']
In [114]:
twitter_archive_clean['name'].replace(uppercase_name_list , "O'Malley" , inplace = True)
In [115]:
lowercase_name_list = ['such', 'a', 'quite', 'not', 'one', 'incredibly', 'mad', 'an',
             'very', 'just', 'my', 'his', 'actually', 'getting', 'this',
             'unacceptable', 'all', 'old', 'infuriating', 'the', 'by',
             'officially', 'life', 'light', 'space']
In [116]:
twitter_archive_clean['name'].replace(lowercase_name_list , np.nan , inplace = True)
In [117]:
twitter_archive_clean['name'].replace('None' , np.nan , inplace = True)

Test

In [118]:
twitter_archive_clean.loc[(1878,1906,1908,1944,3146,3389,3803,3867),['text','name']]
Out[118]:
text name
1878 This lil pup is Oliver. Hops around. Has wings but doesn't fly (lame). Annoying chirp. Won't catch tennis balls 2/10 Oliver
1906 Another topnotch dog. His name is Big Jumpy Rat. Massive ass feet. Superior tail. Jumps high af. 12/10 great pup Big Jumpy Rat
1908 This a Norwegian Pewterschmidt named Tickles. Ears for days. 12/10 I care deeply for Tickles Tickles
1944 These are Peruvian Feldspars. Their names are Cupit and Prencer. Both resemble Rand Paul. Sick outfits 10/10 &amp; 10/10 Cupit
3146 This may be the greatest video I've ever been sent. 4/10 for Charles the puppy, 13/10 overall. (Vid by @stevenxx_) Charles
3389 This pup's name is Sabertooth (parents must be cool). Ears for days. Jumps unannounced. 9/10 would pet diligently Sabertooth
3803 Here we have a Gingivitis Pumpernickel named Zeus. Unmatched tennis ball capacity. 10/10 would highly recommend Zeus
3867 These two dogs are Bo &amp; Smittens. Smittens is trying out a new deodorant and wanted Bo to smell it. 10/10 true pals Smittens
In [119]:
twitter_archive_clean.name.unique()
Out[119]:
array(['Biden', nan, 'Cupcake', 'Reese', 'Philippe', 'Hall', 'Tickles',
       'Dook', 'Big Jumpy Rat', 'Naphaniel', 'Frank', 'Kial', 'George',
       'Olive', 'Calvin', 'Filup', 'Fwed', 'Joshwa', 'Jockson', 'Jeph',
       'Cupit', 'Carll', 'Klevin', 'Keet', 'Dave', 'Clybe', 'Gabe',
       'Pipsy', 'Bradlay', 'Churlie', 'Kenneth', 'Clarence', 'Timison',
       'Genevieve', 'Shaggy', 'Tedrick', 'Stu', 'Erik', 'Cleopatricia',
       'Otis', 'Jiminy', 'Alfie', 'Oliver', 'Josep', 'Ron', 'Lugan',
       'Christoper', 'Skittles', 'Walter', 'Scout', 'Kreggory', 'Jimothy',
       'Phineas', 'Cash', 'Nugget', 'Goose', 'Venti', 'Benedict', 'Nelly',
       'Dante', 'Penny', 'Aja', 'Emmy', 'Shadow', 'Derek', 'Mingus',
       'Maya', 'Canela', 'Jeffrey', 'Gerald', 'Ralphus', 'Zeke', 'Jim',
       'Ted', 'Bruno', 'Koda', 'Zoey', 'Jax', 'Franklin', 'Darla',
       'Archie', 'Tilly', 'Waffles', 'Jimbo', 'Maisey', 'Beau', 'Steven',
       'Jack', 'Duddles', 'Bailey', 'Romeo', 'Jesse', 'Bella', 'Louis',
       'Elliot', 'Gary', 'Koko', 'Alfy', 'Stanley', 'Rusty', 'Noah',
       'Kevin', 'Earl', 'Rey', 'Monkey', 'Lola', 'Harry', 'Lucky',
       'Herald', 'Chipson', 'Carl', 'Ricky', 'Fynn', 'Durg', 'Covach',
       'Geoff', 'Maxwell', 'Phred', 'Eriq', 'Luca', 'Lolo', 'Jackson',
       'Baxter', 'Samson', 'Gordon', 'Tyrone', 'Kramer', 'Brad', 'Marq',
       'Trooper', 'Kilo', 'Derby', 'Frönq', 'Pubert', 'Opal', 'Hazel',
       'Cedrick', 'Vinscent', 'Bodie', 'Sadie', 'Lincoln', 'Freddery',
       'Kobe', 'Chester', 'Dunkin', 'Oliviér', 'Phil', 'Brian', 'Charles',
       'Colin', 'Bob', 'Peaches', 'Buddy', 'Molly', 'Leo', 'Richie',
       'Brockly', 'Kingsley', 'Edgar', 'Cody', 'Amber', 'Tupawc',
       'Horace', 'Glacier', 'Asher', 'Carly', 'Apollo', 'Ulysses',
       'Chuck', 'Todo', 'Brody', 'Kreg', 'Joey', 'Taco', 'Tess', 'Sarge',
       'Panda', 'Ozzy', 'Reggie', 'Goliath', 'Toby', 'CeCe', 'Percy',
       'Moofasa', 'Cheesy', 'Griswold', 'Alice', 'Ozzie', 'Aspen',
       'Champ', 'Darrel', 'Lulu', 'Perry', 'Bruiser', 'Oreo', 'Jerry',
       'Rocky', 'Brooks', 'Lorelei', 'Hammond', 'Flávio', 'Crimson',
       'Theodore', 'Bobby', 'Griffin', 'Sebastian', 'Tiger', 'Lupe',
       'Kulet', 'Tino', 'Obi', 'Pippa', 'Wyatt', 'Berb', 'Walker',
       'Billy', 'Karma', 'Vince', 'Cecil', 'Olaf', 'Watson', 'Rodney',
       'Tater', 'Gunner', 'Beemo', 'Sora', 'Staniel', 'Milo', 'Lacy',
       'Malikai', 'Tucker', 'Kathmandu', 'Cassie', 'Clarkus', 'Keurig',
       'Harper', 'Jiminus', 'Rufus', 'Farfle', 'Remington', 'Cooper',
       'Jebberson', 'River', 'Bobble', 'Bear', 'Smokey', 'Coco', 'Mister',
       'Ellie', 'Stephanus', 'Bluebert', 'Jennifur', 'Link', 'Ebby',
       'Barclay', 'Suki', 'Bubbles', 'Alexanderson', 'Bowie', 'Carper',
       'Lucy', 'Sid', 'Harnold', 'Zeus', 'Kane', 'Sunny', 'Stubert',
       'Opie', 'Lance', 'Piper', 'Kanu', 'Thumas', 'Travis', 'Curtis',
       'Calbert', 'Siba', 'Michelangelope', 'Nico', 'Oscar', 'Bertson',
       'Roosevelt', 'Reagan', 'Charl', 'Miley', 'Fillup', 'Nala', 'Coops',
       'Eazy', 'Dotsy', 'Murphy', 'Kaia', 'Vincent', 'Cuddles', 'Reptar',
       'Rosie', 'Oakley', 'Charlie', 'Bentley', 'Blipson', 'Ole',
       'Carter', 'Doug', 'Lily', 'Maximus', 'Jessiga', 'Claude', 'Daniel',
       'Katie', 'Crouton', 'Chet', 'Chesterson', 'Terrenth', 'Bode',
       'Lucia', 'Zara', 'Max', 'Dexter', 'Kara', 'Bisquick', 'Yoda',
       'Coopson', 'Bilbo', 'Rilo', 'Fiji', 'Rambo', 'Chip', 'Socks',
       'Emmie', 'Sammy', 'Penelope', 'Colby', 'Jett', 'Holly', 'Herm',
       'Sparky', 'Lou', 'Tanner', 'Malcolm', 'Julius', 'Anthony', 'Amy',
       'Edd', 'Bloo', 'Pluto', 'Ester', 'Danny', 'Jeffrie', 'Gin',
       'Traviss', 'Creg', 'Antony', 'Trigger', 'Mason', 'Andy', 'Maggie',
       'Sage', 'Pip', 'Scruffers', 'Cal', 'Ridley', 'Snickers', 'Pippin',
       'Franq', 'Jackie', 'Darby', 'Taz', 'Caryl', 'Leonidas', 'Bradley',
       'Alejandro', 'Reginald', 'JD', 'Marley', 'Mark', 'Dylan', 'Mia',
       'Batdog', 'Mojo', 'Gizmo', 'Patch', 'Tuco', 'Ed', 'Winifred',
       'Kevon', 'Banditt', 'Bobb', 'Amélie', 'Ruffles', 'Lambeau',
       'Jaycob', 'Jeremy', 'Chaz', 'Ruby', 'Bernie', 'Harrison',
       'Terrance', 'Samsom', 'Jaspers', 'Clarq', 'Hanz', 'Smittens',
       'Torque', 'Jareld', 'Sophie', 'DayZ', 'Jo', 'Gòrdón', 'Spark',
       'Marvin', 'Kallie', 'Jomathan', 'Maks', 'Timofy', 'Zeek', 'Ralf',
       'Paull', 'Sully', 'Ben', 'Tommy', 'Liam', 'Randall', 'Winston',
       'Fabio', 'Wally', 'Sandra', 'Butters', 'Larry', 'Nigel', 'Peanut',
       'Scooter', 'Damon', 'Herb', 'Willy', 'Sam', 'Hank', 'Daisy',
       'Raphael', 'Tessa', 'Dug', 'Saydee', 'Billl', 'Ronduh', 'Kollin',
       'Keith', 'Linda', 'Skye', 'Shawwn', 'Louie', 'Kloey', 'Andru',
       'Julio', 'Kirk', 'Neptune', 'Vinnie', 'Karl', 'Tyrus', 'Chuq',
       'Juckson', 'Ash', 'Duke', 'Lenny', 'Buddah', 'Donny', 'Striker',
       'Bert', 'Tassy', 'Tug', 'Chompsky', 'Rubio', 'Wilson', 'Hurley',
       'William', 'Mike', 'Hunter', 'Sabertooth', 'Willie', 'Bruce',
       'Evy', 'Dash', 'Tango', 'Axel', 'Sandy', 'Ralph', 'Jessifer',
       'Crumpet', 'Jerome', 'Crystal', 'Grizz', 'Humphrey', 'Kendall',
       'Shnuggles', 'Dot', 'Riley', 'Aiden', 'Acro', 'Jimison', 'Terry',
       'Gustaf', 'Pumpkin', 'Kenzie', 'Mac', 'Frankie', 'Steve',
       'Tedders', 'Laela', 'Moe', 'Arnold', 'Bobbay', 'Henry', 'Kenny',
       'Chesney', 'Jonah', 'Ava', 'Rodman', 'Jeb', 'Patrick', 'Mitch',
       'Charleson', 'Ralphé', 'Sonny', 'Bo', 'Django', 'Shooter', 'Sansa',
       'Major', 'Stephan', 'Ito', 'Wallace', 'Kyro', 'Gus', 'Lennon',
       'Severus', 'Snicku', 'Tyr', 'Pancake', 'Iroh', 'Winnie',
       'Longfellow', 'Chef', 'Mauve', 'Ronnie', 'Pavlov', 'Akumi',
       'Comet', 'Dudley', 'Moose', 'Binky', 'Timber', 'Chloe', 'Tebow',
       'Strudel', 'Titan', 'Ken', 'Autumn', 'Florence', 'Tom', 'Wafer',
       'Finn', 'Anna', 'Jazzy', 'Eugene', 'Olivia', 'Augie', 'Halo',
       'Mary', 'Brandi', 'Swagger', 'Bauer', 'Baron', 'Layla', 'Eleanor',
       'Atlas', 'Sky', 'Oshie', 'Alf', 'Yogi', 'Timmy', 'Cali', 'Godi',
       'Loomis', 'Mairi', 'Stormy', 'Hero', 'Doc', 'Dallas', 'Hercules',
       'Blue', "O'Malley", 'Solomon', 'Wesley', 'Strider', 'Mya', 'Jay',
       'Mattie', 'BeBe', 'Monster', 'Robin', 'Nida', 'Benji', 'Newt',
       'Maude', 'Juno', 'Remus', 'Moreton', 'Fiona', 'Dobby', 'Clark',
       'Nimbus', 'Mack', 'Levi', 'Mabel', 'Dale', 'Logan', 'Rory',
       'Butter', 'Stella', 'Rizzy', 'Brownie', 'Eli', 'Happy', 'Mosby',
       'Misty', 'Howie', 'Noosh', 'Kyle', 'Snoop', 'Iggy', 'Sailor',
       'General', 'Wiggles', 'Benny', 'Rumpole', 'Einstein', 'Arya',
       'Marlee', 'Cermet', 'Jarod', 'Indie', 'Tycho', 'Margo', 'Luna',
       'Brady', 'Odin', 'Jarvis', 'Vixen', 'Tuck', 'Furzey', 'Cannon',
       'Rontu', 'Georgie', 'Callie', 'Boomer', 'Lili', 'Harold', 'Dewey',
       'Clifford', 'Rumble', 'Lassie', 'Kody', 'Meatball', 'Paisley',
       'Thor', 'Milky', 'Jordy', 'Lorenzo', 'Burt', 'Hobbes', 'Jersey',
       'Zooey', 'Quinn', 'Belle', 'Albus', 'Ike', 'Pawnd', 'Ralphie',
       'Boots', 'Mo', 'Brutus', 'Alexander', 'Beebop', 'Mutt', 'Sailer',
       'Sweet', 'Flash', 'Harlso', 'Crawford', 'Lilly', 'Mookie', 'Arlo',
       'Odie', 'Sojourner', 'Monty', 'Maddie', 'Dawn', 'Tobi', 'Dutch',
       'Kuyu', 'Eevee', 'Orion', 'Willow', 'Poppy', 'Bronte', 'Lipton',
       'Sunshine', 'Corey', 'Harvey', 'Brandonald', 'Blanket', 'Boston',
       'Geno', 'Lilli', 'Spencer', 'Leonard', 'Beckham', 'Gert', 'Sugar',
       'Devón', 'Stark', 'Beya', 'Albert', 'Bonaparte', 'Sephie', 'Rose',
       'Theo', 'Emma', 'Kirby', 'Fido', 'Kayla', 'Maxaroni', 'Rocco',
       'Bell', 'Arlen', 'Meyer', 'Finley', 'Gilbert', 'Tripp', 'Cora',
       'Jameson', 'Spanky', 'Lilah', 'Atticus', 'Stewie', 'Arnie',
       'Dietrich', 'Shelby', 'Abby', 'Shiloh', 'Gustav', 'Dex', 'Huxley',
       'Bookstore', 'Grizzie', 'Tayzie', 'Ace', 'Chase', 'Flurpson',
       'Dixie', 'Coleman', 'Fizz', 'Dakota', 'Davey', 'Enchilada',
       'Raymond', 'Cilantro', 'Ziva', 'DonDon', 'Ollie', 'Carbon',
       'Stefan', 'Al', 'Pupcasso', 'Puff', 'Karll', 'Blitz', 'Bungalo',
       'Jangle', 'Schnitzel', 'Shakespeare', 'Berkeley', 'Loki',
       'Heinrich', 'Sprinkles', 'Ivar', 'Sprout', 'Bloop', 'Fred', 'Grey',
       'Klein', 'Kota', 'Aubie', 'Storkson', 'Remy', 'Gromit', 'Chadrick',
       'Nollie', 'Rorie', 'Simba', 'Glenn', 'Leela', 'Brat', 'Hermione',
       'Tove', 'Rupert', 'Philbert', 'Ralpher', 'Tito', 'Chevy',
       'Aldrick', 'Angel', 'Brudge', 'Livvie', 'Shadoe', 'Cupid',
       'Napolean', 'Doobert', 'Meera', 'Smiley', 'Barney', 'Astrid',
       'Mimosa', 'Pete', 'Rhino', 'Emanuel', 'Miguel', 'Wishes', 'Divine',
       'Sobe', 'Chubbs', 'Anakin', 'Sampson', 'Deacon', 'Kellogg',
       'Rizzo', 'Pilot', 'Sundance', 'Duchess', 'Lenox', 'Blu', 'Petrick',
       'Grizzwald', 'Godzilla', 'Rooney', 'Ambrose', 'Buckley', 'Marty',
       'Finnegus', 'Mona', 'Birf', 'Dido', 'Adele', 'Huck', 'Trevith',
       'Chuckles', 'Clyde', 'Hector', 'Banjo', 'Laika', 'Toffee',
       'Brandy', 'Kawhi', 'Bones', 'Hubertson', 'Gerbald', 'Craig',
       'Rueben', 'Lillie', 'Dwight', 'Ashleigh', 'Rinna', 'Luther',
       'Pinot', 'Baloo', 'Chelsea', 'Zoe', 'Pickles', 'Jamesy', 'Obie',
       'Kaiya', 'Rover', 'Herschel', 'Bubba', 'Sierra', 'Jeffri', 'Grady',
       'Norman', 'Cheryl', 'Scott', 'Schnozz', 'Fletcher', 'Eve', 'Jazz',
       'Rolf', 'Hamrick', 'Pepper', 'Edmund', 'Aqua', 'Roscoe', 'Lizzie',
       'Ralphson', 'Willem', 'Blakely', 'Trip', 'Kona', 'Rufio', 'Ginger',
       'Gidget', 'Superpup', 'Mollie', 'Millie', 'Zuzu', 'Jed', 'Pablo',
       'Stuart', 'Tonks', 'Bayley', 'Diogi', 'Betty', 'Shikha', 'Snoopy'],
      dtype=object)
In [120]:
twitter_archive_clean.name.value_counts()
Out[120]:
Oliver            11
Charlie           11
Lucy              10
Cooper            10
Penny              9
Tucker             9
Sadie              8
Winston            8
Toby               7
Daisy              7
Lola               7
Bella              6
Jax                6
Bo                 6
Koda               6
Stanley            6
Louis              5
Dave               5
Rusty              5
Milo               5
Leo                5
Oscar              5
Buddy              5
Chester            5
Bailey             5
Scout              5
Finn               4
Archie             4
Scooter            4
Duke               4
Bentley            4
Phil               4
Brody              4
Chip               4
Clarence           4
Jerry              4
George             4
Dexter             4
Gary               4
Gus                4
Reggie             4
Derek              4
Alfie              4
Bear               4
Maggie             4
Sophie             4
Larry              4
Oakley             4
Winnie             4
Clark              4
Cassie             4
Jack               4
Sebastian          3
Rosie              3
Ellie              3
Waffles            3
Wyatt              3
Louie              3
Malcolm            3
Wallace            3
Jeffrey            3
Vincent            3
Riley              3
Moose              3
Max                3
Earl               3
Hank               3
Ruby               3
Bruce              3
Zeke               3
Lily               3
Mia                3
Shadow             3
Wilson             3
Samson             3
Sunny              3
Charles            3
Walter             3
Reese              3
Kyle               3
Calvin             3
Boomer             3
Gerald             3
Gizmo              3
Sammy              3
Loki               3
Steven             3
Zoey               3
Olive              3
Nala               3
Jimothy            3
Otis               3
Beau               3
Piper              2
Elliot             2
Albus              2
Penelope           2
Percy              2
Sugar              2
Juno               2
Kirby              2
Chuckles           2
Lennon             2
Linda              2
Luna               2
Jiminy             2
Luca               2
Smokey             2
Finley             2
Remington          2
Sam                2
Bernie             2
Lincoln            2
Ash                2
Moe                2
Kreg               2
Oliviér            2
Frankie            2
Lorenzo            2
Alice              2
Aspen              2
Atlas              2
Olivia             2
Lenny              2
Jesse              2
Nelly              2
Wally              2
Yogi               2
Roosevelt          2
Jackson            2
Watson             2
Brad               2
Zeus               2
Churlie            2
Colby              2
Titan              2
Gabe               2
Jimison            2
Paisley            2
Mister             2
Reginald           2
Panda              2
Dash               2
Franklin           2
Ted                2
Fiona              2
Belle              2
Axel               2
Misty              2
Neptune            2
Tyr                2
Keith              2
Jeph               2
Sarge              2
Cash               2
Terry              2
Marley             2
Pickles            2
Lou                2
Raymond            2
Eli                2
Trooper            2
Baxter             2
Romeo              2
Kilo               2
Dakota             2
Maxaroni           2
Crystal            2
Herm               2
Cody               2
Herald             2
Bob                2
Rocky              2
Frank              2
Opal               2
Kevin              2
Calbert            2
Chipson            2
Griffin            2
Sandy              2
Phineas            2
Sansa              2
Chet               2
Carl               2
Doug               2
Peaches            2
Atticus            2
Solomon            2
Doc                2
Curtis             2
Phred              2
Ava                2
Thumas             2
Klevin             2
Flávio             2
Albert             2
Odie               2
Bubbles            2
Coco               2
Hunter             2
Harold             2
Maximus            2
Sampson            2
Kenneth            2
Ollie              2
Abby               2
Bisquick           2
Benedict           2
Theodore           2
Kreggory           2
CeCe               2
Rufus              2
Hammond            2
Patrick            2
Rory               2
Indie              2
Hobbes             2
Benji              2
Coops              2
Cupcake            2
Django             2
Pippa              2
Kirk               1
Edmund             1
Maxwell            1
Fynn               1
Clarkus            1
Jangle             1
Dudley             1
Alexander          1
Monster            1
Moofasa            1
Lili               1
Jimbo              1
Dug                1
Remus              1
Dale               1
Lenox              1
Willem             1
Spanky             1
Kathmandu          1
Dwight             1
Eugene             1
Cilantro           1
Andy               1
Brandonald         1
Angel              1
Link               1
Filup              1
Orion              1
Superpup           1
Lambeau            1
Dutch              1
Hanz               1
Fizz               1
Blakely            1
Snoopy             1
Spark              1
Bradlay            1
Mollie             1
Wiggles            1
Ozzy               1
Ziva               1
Paull              1
Josep              1
Karll              1
Jett               1
Vinscent           1
Brat               1
Lucia              1
Blitz              1
Halo               1
Michelangelope     1
Tanner             1
Petrick            1
Ike                1
Klein              1
Genevieve          1
Barney             1
Apollo             1
Roscoe             1
Lucky              1
Jareld             1
Tango              1
Jeb                1
Toffee             1
Flurpson           1
Einstein           1
Lugan              1
Damon              1
Sky                1
Mitch              1
Howie              1
Kollin             1
Acro               1
Opie               1
Dewey              1
Carper             1
Akumi              1
Dante              1
Dawn               1
Cupid              1
Gert               1
Eleanor            1
Mona               1
Lorelei            1
Mairi              1
Jay                1
Nollie             1
Karma              1
Stephan            1
Zoe                1
Ronduh             1
Rhino              1
Ebby               1
Tedrick            1
Leonard            1
Gustaf             1
Ambrose            1
Remy               1
Mya                1
Donny              1
Miguel             1
Gunner             1
Terrenth           1
Jessiga            1
Harper             1
O'Malley           1
Dunkin             1
Pavlov             1
Sojourner          1
Tycho              1
Sundance           1
Daniel             1
Benny              1
Tupawc             1
Schnitzel          1
Franq              1
Georgie            1
DonDon             1
Bluebert           1
Bruno              1
Glacier            1
Odin               1
Cleopatricia       1
Poppy              1
Tessa              1
Hermione           1
Snicku             1
Ralphus            1
Amélie             1
Liam               1
Duchess            1
Ralpher            1
Snoop              1
Julius             1
Leonidas           1
Spencer            1
Laika              1
Harvey             1
Storkson           1
Trigger            1
Tove               1
Perry              1
Mark               1
Nigel              1
Herschel           1
Pumpkin            1
Shelby             1
Hubertson          1
Stewie             1
Vince              1
Ralf               1
Emmy               1
Torque             1
Betty              1
Mimosa             1
Bubba              1
Cal                1
Willy              1
Emmie              1
Peanut             1
Amy                1
Edd                1
Bronte             1
Ralphson           1
Ron                1
Gilbert            1
Berb               1
Sobe               1
Jed                1
Ulysses            1
Lassie             1
Hazel              1
Fabio              1
Bruiser            1
Davey              1
Kayla              1
Brian              1
Sailer             1
Crouton            1
Pluto              1
Cheryl             1
Emanuel            1
Jessifer           1
Buckley            1
Henry              1
Grizzwald          1
Chelsea            1
Harlso             1
Timmy              1
Fred               1
Mary               1
Maddie             1
Simba              1
Leela              1
Hurley             1
Griswold           1
Grady              1
Barclay            1
Ken                1
Ester              1
Kody               1
Marvin             1
Chubbs             1
Bloop              1
Carll              1
Lupe               1
Jomathan           1
Mauve              1
Nimbus             1
Clarq              1
Jameson            1
Loomis             1
Billy              1
Gustav             1
Ito                1
Logan              1
Malikai            1
Biden              1
Lipton             1
Chesney            1
Sonny              1
Ace                1
Ricky              1
Bert               1
Jordy              1
Stu                1
Rover              1
Banditt            1
Hector             1
Iggy               1
Norman             1
Siba               1
Mojo               1
Sage               1
Meera              1
Binky              1
Pip                1
Aja                1
Jennifur           1
Jiminus            1
Kaiya              1
Kona               1
Thor               1
Canela             1
Corey              1
Beckham            1
Amber              1
Nida               1
Covach             1
Strider            1
Crimson            1
Anakin             1
Keet               1
Chef               1
Marty              1
Stella             1
Maya               1
Kingsley           1
Bodie              1
Gòrdón             1
Timofy             1
Fletcher           1
Gidget             1
Brandy             1
Longfellow         1
Kramer             1
Ronnie             1
Tiger              1
Tayzie             1
Kallie             1
Lilli              1
Happy              1
Swagger            1
Champ              1
Frönq              1
Jim                1
Charl              1
Pilot              1
Harry              1
Dylan              1
Andru              1
Goose              1
Carter             1
Callie             1
Willie             1
Eriq               1
Shawwn             1
Humphrey           1
Traviss            1
Tug                1
Godzilla           1
BeBe               1
Chase              1
Bobby              1
Philbert           1
Ralph              1
Lance              1
Zooey              1
Mac                1
Dobby              1
Boston             1
Todo               1
Smiley             1
Reptar             1
Levi               1
Mabel              1
Rumble             1
Mattie             1
Rumpole            1
Gerbald            1
Herb               1
Taco               1
Deacon             1
Ginger             1
Stuart             1
Lulu               1
Tripp              1
Autumn             1
Shakespeare        1
Jebberson          1
Ozzie              1
Tyrone             1
Rose               1
General            1
Tassy              1
Clybe              1
Rilo               1
DayZ               1
Bones              1
Mookie             1
Julio              1
Jaspers            1
Patch              1
Iroh               1
Arnold             1
Tino               1
Enchilada          1
Skye               1
Bayley             1
Cannon             1
Rupert             1
Kanu               1
Livvie             1
Timber             1
Sunshine           1
Chaz               1
Major              1
Brandi             1
Hamrick            1
Zuzu               1
Pete               1
Fiji               1
Mo                 1
Shiloh             1
Sully              1
Vinnie             1
Sandra             1
Blanket            1
Mosby              1
Nugget             1
Rontu              1
Gromit             1
Farfle             1
Ivar               1
Beemo              1
Tedders            1
Trip               1
Mason              1
Layla              1
Jonah              1
Hercules           1
Jamesy             1
Jersey             1
Baloo              1
Boots              1
Evy                1
Gordon             1
Erik               1
Horace             1
Kawhi              1
Jarvis             1
Taz                1
Goliath            1
Kenny              1
Brockly            1
Clyde              1
Quinn              1
Darrel             1
Furzey             1
Stormy             1
Rodman             1
Sabertooth         1
Pupcasso           1
Rorie              1
Eevee              1
Butter             1
Shooter            1
Birf               1
Stefan             1
Burt               1
Batdog             1
Rinna              1
Stubert            1
Dex                1
Kendall            1
Jaycob             1
Samsom             1
Rueben             1
Jeffrie            1
Darla              1
Lizzie             1
Chuq               1
Dotsy              1
Cecil              1
Molly              1
Bauer              1
Pipsy              1
Kevon              1
Rodney             1
Terrance           1
Chloe              1
Sparky             1
Lilly              1
Devón              1
Pepper             1
JD                 1
Pinot              1
Heinrich           1
Christoper         1
Sweet              1
Lolo               1
Noosh              1
Wishes             1
Tebow              1
Zeek               1
Rizzy              1
Smittens           1
Grizz              1
Tater              1
Kane               1
Reagan             1
Tito               1
Steve              1
Pippin             1
Kuyu               1
Aiden              1
Philippe           1
Ralphie            1
Alejandro          1
Harnold            1
Olaf               1
Winifred           1
Maks               1
Tess               1
Arlen              1
Trevith            1
Bode               1
Bobb               1
Robin              1
Coopson            1
Stephanus          1
Jo                 1
Meatball           1
Brownie            1
Luther             1
Eazy               1
Tyrus              1
Comet              1
Carly              1
Tickles            1
Cora               1
Dietrich           1
Chesterson         1
Aldrick            1
Beya               1
Billl              1
Mack               1
Emma               1
Chompsky           1
Venti              1
Kloey              1
Brudge             1
Saydee             1
Millie             1
Chadrick           1
Augie              1
Kaia               1
Oshie              1
Crumpet            1
Nico               1
Adele              1
Raphael            1
Chuck              1
Dot                1
Tuck               1
Glenn              1
Finnegus           1
Chevy              1
Coleman            1
Crawford           1
Ed                 1
Randall            1
Lillie             1
Dixie              1
Richie             1
Tom                1
Antony             1
Laela              1
Caryl              1
Sprinkles          1
Blipson            1
Jackie             1
Kobe               1
Flash              1
Skittles           1
Vixen              1
Sailor             1
Brady              1
Ben                1
Florence           1
Divine             1
Arlo               1
Tommy              1
Snickers           1
Gin                1
Charleson          1
Moreton            1
Sephie             1
Claude             1
Carbon             1
Kenzie             1
Edgar              1
Marlee             1
Grey               1
Creg               1
Cupit              1
Ruffles            1
Blue               1
Ridley             1
Freddery           1
Kulet              1
Katie              1
Kyro               1
Rubio              1
Noah               1
Shikha             1
Wesley             1
Dido               1
Bradley            1
Timison            1
Butters            1
Tobi               1
Jeffri             1
Cermet             1
Asher              1
Karl               1
Alfy               1
Godi               1
Willow             1
Theo               1
Anthony            1
Arya               1
Strudel            1
Bloo               1
Suki               1
Jerome             1
Tuco               1
Pablo              1
Pubert             1
Monkey             1
Aqua               1
Bowie              1
Geoff              1
Monty              1
Sierra             1
Maude              1
Cali               1
Shadoe             1
Cheesy             1
Kota               1
Severus            1
Bobbay             1
Bobble             1
Oreo               1
Grizzie            1
Brooks             1
Maisey             1
Naphaniel          1
Alexanderson       1
Shaggy             1
Bookstore          1
Rey                1
Kara               1
Fillup             1
Doobert            1
Scruffers          1
Margo              1
Jeremy             1
Cedrick            1
Rooney             1
Schnozz            1
Dallas             1
Marq               1
Miley              1
Rocco              1
William            1
Napolean           1
Yoda               1
Hall               1
Milky              1
Brutus             1
Banjo              1
Duddles            1
Big Jumpy Rat      1
Walker             1
Mike               1
Jazz               1
Striker            1
Lacy               1
Derby              1
Sora               1
Danny              1
Puff               1
Obi                1
Holly              1
Arnie              1
Juckson            1
Fido               1
Zara               1
Berkeley           1
Travis             1
Joshwa             1
Bertson            1
River              1
Bilbo              1
Colin              1
Fwed               1
Diogi              1
Pawnd              1
Jarod              1
Alf                1
Al                 1
Kellogg            1
Scott              1
Rizzo              1
Lilah              1
Stark              1
Huck               1
Rufio              1
Dook               1
Eve                1
Koko               1
Pancake            1
Shnuggles          1
Huxley             1
Kial               1
Beebop             1
Wafer              1
Geno               1
Harrison           1
Rolf               1
Baron              1
Bonaparte          1
Clifford           1
Aubie              1
Obie               1
Bungalo            1
Keurig             1
Bell               1
Blu                1
Ralphé             1
Ole                1
Jockson            1
Buddah             1
Newt               1
Mingus             1
Mutt               1
Tonks              1
Sprout             1
Meyer              1
Ashleigh           1
Durg               1
Socks              1
Hero               1
Tilly              1
Cuddles            1
Astrid             1
Jazzy              1
Craig              1
Rambo              1
Anna               1
Joey               1
Staniel            1
Darby              1
Sid                1
Murphy             1
Name: name, dtype: int64
In [121]:
twitter_archive_clean.shape
Out[121]:
(1994, 12)
In [ ]:

Define

Quality problem 8 - Ratings of Numerator which are less than 10

Code

In [122]:
len(twitter_archive_clean.query('rating_numerator < 10'))
Out[122]:
414
In [123]:
twitter_archive_clean.query('rating_numerator < 10').loc[:,['text','rating_numerator']]
Out[123]:
text rating_numerator
1918 This is Biden. Biden just tripped... 7/10 7
1915 Exotic dog here. Long neck. Weird paws. Obsessed with bread. Waddles. Flies sometimes (wow!). Very happy dog. 6/10 6
1913 This is Reese and Twips. Reese protects Twips. Both think they're too good for seat belts. Simply reckless. 7/10s 7
1911 Two dogs in this one. Both are rare Jujitsu Pythagoreans. One slightly whiter than other. Long legs. 7/10 and 8/10 7
1910 This is Philippe from Soviet Russia. Commanding leader. Misplaced other boot. Hung flag himself. 9/10 charismatic af 9
1907 This is Dook &amp; Milo. Dook is struggling to find who he really is and Milo is terrified of what that might be. 8/10s 8
1904 This is Frank (pronounced "Fronq"). Too many boxing gloves, not enough passion. Frank is a lover not a fighter. 8/10 8
1903 This is a southwest Coriander named Klint. Hat looks expensive. Still on house arrest :(\n9/10 9
1901 Here is George. George took a selfie of his new man bun and that is downright epic. (Also looks like Rand Paul) 9/10 9
1900 Never seen dog like this. Breathes heavy. Tilts head in a pattern. No bark. Shitty at fetch. Not even cordless. 1/10 1
1899 What a dog to start the day with. Very calm. Likes to chill by pond. Corkscrews sticking out of head. Obedient. 7/10 7
1897 This is Calvin. He is a Luxembourgian Mayo. Having issues with truck. Has it under control tho. 9/10 responsible af 9
1896 This is a rare Hungarian Pinot named Jessiga. She is either mid-stroke or got stuck in the washing machine. 8/10 8
1895 Super rare dog. Endangered (?). Thinks it's funny. Mocks everything I say. Colorful af. Has wings (dope). 9/10 9
1894 Dogs only please. Small cows and other non canines will not be tolerated. Sick tattoos tho 8/10 8
1919 This is Fwed. He is a Canadian Asian Taylormade. Was having a blast until pink spiky football attacked. 8/10 8
1948 Unfamiliar with this breed. Ears pointy af. Won't let go of seashell. Won't eat kibble. Not very fast. Bad dog 2/10 2
1947 This is Jockson. He is a Pinnacle Sagittarius. Fancy bandana. Enjoys lightly sucking on hot dog in nature. 8/10 8
1946 This is Jeph. He is a German Boston Shuttlecock. Enjoys couch. Lost body during French Revolution. True hero 9/10 9
1943 My goodness. Very rare dog here. Large. Tail dangerous. Kinda fat. Only eats leaves. Doesn't come when called 3/10 3
1940 This is Klevin. He laughs a lot. Very cool dog. 9/10 9
1937 Here we have a Hufflepuff. Loves vest. Eyes wide af. Flaccid tail. Matches carpet. Always a little blurry. 8/10 8
1935 This is Clybe. He is an Anemone Valdez. One ear works. Can look in 2 different directions at once. Tongue slip. 7/10 7
1928 This is Clarence. His face says he doesn't want to be a donkey, but his tail is super pumped about it. 9/10 9
1927 These are strange dogs. All have toupees. Long neck for dogs. In a shed of sorts? Work in groups? 4/10 still petable 4
1926 This is a Dasani Kingfisher from Maine. His name is Daryl. Daryl doesn't like being swallowed by a panda. 8/10 8
1921 This is Genevieve. She is a golden retriever cocktail mix. Comfortable close to wall. Shows no emotions. 9/10 9
1890 This is a Shotokon Macadamia mix named Cheryl. Sophisticated af. Looks like a disappointed librarian. Shh (lol) 9/10 9
1887 This is Tedrick. He lives on the edge. Needs someone to hit the gas tho. Other than that he's a baller. 10&amp;2/10 2
1884 This is Cleopatricia. She is a northern Paperback Maple. Set up hammock somehow. 9/10 would chill in hammock with 9
1883 Wow. Armored dog here. Ready for battle. Face looks dangerous. Not very loyal. Lil dog on back havin a blast. 5/10 5
1881 This is Jiminy. He has always wanted to be a cheerleader. Can jump high enough to get on other dog. Go Jiminy. 9/10 9
1880 This dog resembles a baked potato. Bed looks uncomfortable. No tail. Comes with butter tho. 3/10 petting still fun 3
1879 This is Alfie. He's that one hypocritical gym teacher who made you run laps. Great posture. Cool bench. 6/10 6
1878 This lil pup is Oliver. Hops around. Has wings but doesn't fly (lame). Annoying chirp. Won't catch tennis balls 2/10 2
1877 Fun dogs here. Top one clearly an athlete. Bottom one very stable. Not very soft tho. 9/10s would still cuddle both 9
1876 This is a Trans Siberian Kellogg named Alfonso. Huge ass eyeballs. Actually Dobby from Harry Potter. 7/10 7
1950 This is Josep. He is a Rye Manganese mix. Can drive w eyes closed. Very irresponsible. Menace on the roadways. 5/10 5
1874 This is Ron. Ron's currently experiencing a brain freeze. Damn it Ron. 8/10 8
1953 This is Christoper. He is a spotted Penne. Can easily navigate stairs. 8/10 8
1980 Here we have a well-established sunblockerspaniel. Lost his other flip-flop. 6/10 not very waterproof 6
1979 This appears to be a Mongolian Presbyterian mix. Very tired. Tongue slip confirmed. 9/10 would lie down with 9
1978 Can stand on stump for what seems like a while. Built that birdhouse? Impressive. Made friends with a squirrel. 8/10 8
1976 Not familiar with this breed. No tail (weird). Only 2 legs. Doesn't bark. Surprisingly quick. Shits eggs. 1/10 1
1973 This is an Albanian 3 1/2 legged Episcopalian. Loves well-polished hardwood flooring. Penis on the collar. 9/10 1
1972 This is a funny dog. Weird toes. Won't come down. Loves branch. Refuses to eat his food. Hard to cuddle with. 3/10 3
1971 This is an extremely rare horned Parthenon. Not amused. Wears shoes. Overall very nice. 9/10 would pet aggressively 9
1969 Here we have a mixed Asiago from the Galápagos Islands. Only one ear working. Big fan of marijuana carpet. 8/10 8
1968 Unique dog here. Very small. Lives in container of Frosted Flakes (?). Short legs. Must be rare 6/10 would still pet 6
1966 Oh goodness. A super rare northeast Qdoba kangaroo mix. Massive feet. No pouch (disappointing). Seems alert. 9/10 9
1965 This is a southern Vesuvius bumblegruff. Can drive a truck (wow). Made friends with 5 other nifty dogs (neat). 7/10 7
1964 This is quite the dog. Gets really excited when not in water. Not very soft tho. Bad at fetch. Can't do tricks. 2/10 2
1961 Here we have an Austrian Pulitzer. Collectors edition. Levitates (?). 7/10 would garden with 7
1960 Oh boy what a pup! Sunglasses take this one to the next level. Weirdly folds front legs. Pretty big. 6/10 6
1958 Here we see a lone northeastern Cumberbatch. Half ladybug. Only builds with bricks. Very confident with body. 7/10 7
1957 This is Scout. She is a black Downton Abbey. Isn't afraid to get dirty. 9/10 nothing bad to say 9
1955 This is Jimothy. He is a Botwanian Gouda. Can write (impressive). Very erect tail. Still looking for hoco date. 9/10 9
1954 Cool dog. Enjoys couch. Low monotone bark. Very nice kicks. Pisses milk (must be rare). Can't go down stairs. 4/10 4
1982 Here we have a northern speckled Rhododendron. Much sass. Gives 0 fucks. Good tongue. 9/10 would caress sensually 9
1984 Here is the Rand Paul of retrievers folks! He's probably good at poker. Can drink beer (lol rad). 8/10 good dog 8
1952 This is a golden Buckminsterfullerene named Johm. Drives trucks. Lumberjack (?). Enjoys wall. 8/10 would hug softly 8
1992 This is a western brown Mitsubishi terrier. Upset about leaf. Actually 2 dogs here. 7/10 would walk the shit out of 7
1991 Here is a very happy pup. Big fan of well-maintained decks. Just look at that tongue. 9/10 would cuddle af 9
1990 This is a purebred Piers Morgan. Loves to Netflix and chill. Always looks like he forgot to unplug the iron. 6/10 6
1989 Here we have a 1949 1st generation vulpix. Enjoys sweat tea and Fox News. Cannot be phased. 5/10 5
1987 This is an odd dog. Hard on the outside but loving on the inside. Petting still fun. Doesn't play catch well. 2/10 2
1985 My oh my. This is a rare blond Canadian terrier on wheels. Only $8.98. Rather docile. 9/10 very rare 9
39 This is Bella. She hopes her smile made you smile. If not, she is also offering you her favorite monkey. 13.5/10 5
3226 Meet Clarence. He does parkour. 8/10 very talented dog 8
3223 We normally don't rate birds but I feel bad cos this one forgot to fly south for the winter. 9/10 just wants a bath 9
3220 Say hello to Chipson. He's aerodynamic af. No eyes (devastating). 9/10 would make sure he didn't bump into stuff 9
3214 This is Ricky. He's being escorted out of the dog park for talking shit about the other dogs. 8/10 not cool Ricky 8
3211 This is Durg. He's trying to conquer his fear of trampolines. 9/10 it's not working 9
3203 Stop sending in lobsters. This is the final warning. We only rate dogs. Thank you... 9/10 9
3256 Strange pup here. Easily manipulated. Rather inbred. Sharp for a dog. Appears uncomfortable. 8/10 would still pet 8
3253 Army of water dogs here. None of them know where they're going. Have no real purpose. Aggressive barks. 5/10 for all 5
3250 Meet Gordon. He's an asshole. 9/10 would still pet 9
3229 Say hello to Brad. His car probably has a spoiler. Tan year round. Likes your insta pic but doesn't text back. 9/10 9
3244 This is Marq. He stole this car. 7/10 wtf Marq? 7
3232 This is Frönq. He got caught stealing a waffle. Damn it Frönq. 9/10 9
3231 Meet Pubert. He's a Kerplunk Rumplestilt. Cannot comprehend flower. Flawless tongue. 8/10 would pat head approvingly 8
3197 This is Vinscent. He was just questioned about his recent credit card spending. 8/10 8
3165 This is Bodie. He's not proud of what he did, but it needed to be done. 9/10 eight days was a pretty good streak tbh 9
3158 Meet Freddery. He's a Westminster Toblerone. Seems to enjoy car rides. 9/10 would pat on the head approvingly 9
3157 What kind of person sends in a pic without a dog in it? So churlish. Neat rug tho 7/10 7
3154 This is Lola. She realized mid hug that she's not ready for a committed relationship with a teddy bear. 9/10 9
3147 Meet Brian (pronounced "Kirk"). He's not amused by ur churlish tomfoolery. Once u put him down you're done for. 6/10 6
3146 This may be the greatest video I've ever been sent. 4/10 for Charles the puppy, 13/10 overall. (Vid by @stevenxx_) 4
3140 Meet Calvin. He's proof that degrees mean absolutely nothing. 8/10 straighten up pup 8
3169 Please only send in dogs. Don't submit other things like this pic of Kenny Chesney in a bathtub. Thank you. 9/10 9
3186 When bae says they can't go out but you see them with someone else that same night. 5/10 &amp; 10/10 for heartbroken pup 5
3183 This is Brockly. He's an uber driver. Falls asleep at the wheel often. Irresponsible af 8/10 would totally still pet 8
3182 This is Kingsley Wellensworth III. He owns 7 range rovers. Has a cardigan collection. Would rather be sailing. 9/10 9
3347 This is Asher. He's not wearing a seatbelt or keeping both paws on the wheel. Absolute menace on the roadways. 9/10 9
3345 This is Apollo. He thought you weren't coming back so he had a mental breakdown. 8/10 we've all been there 8
3338 Unique dog here. Wrinkly as hell. Weird segmented neck. Finger on fire. Doesn't seem to notice. 5/10 might still pet 5
3349 This is Chuck. He's a neat dog. Very flexible. Trapped in a glass case of emotion. Devastatingly unfluffy 3/10 3
3333 Meet Jax. He's an Iglesias Hufflepoof. Quite the jokester. Takes it too far sometimes. Can be very hurtful. 9/10 9
3332 This is Todo. He's screaming because he doesn't want to wear his sweater or a seat belt. 9/10 gotta buckle up pup 9
3331 Meet Brody. He's a Downton Abbey Falsetto. Addicted to grating cheese. He says he can stop but we know he can't\n9/10 9
3328 I know we joke around on here, but this is getting really frustrating. We rate dogs. Not T-Rex. Thank you... 8/10 8
3324 Meet Taco. He's a speckled Garnier Fructis. Loves to shadow box. Ears out of control. Friend clearly impressed 9/10 9
3352 Say hello to Panda. He's a Quackadilly Shooster. Not amused by your fake ball throwing motion. 9/10 would hug lots 9
3378 This is Ozzy. He woke up 2 minutes before he had to be ready for the Christmas party. 9/10 classic Ozzy 9
3366 This is Penny. Her tennis ball slowly rolled down her cone and into the pool. 8/10 bad things happen to good puppers 8
3365 This is Brody. That is his chair. He loves his chair. Never leaves it. 9/10 might be stuck actually 9
3364 Say hello to Moofasa. He must be a powerful dog. Fenced in for your protection. Just got his ear pierced. 6/10 6
3361 This is Cheesy. It's her birthday. She's patiently waiting to eat her party muffin. 9/10 happy birthday pup 9
3358 This is Alice. She's an idiot. 4/10 4
3357 This is Ozzie. He was doing fine until he lost traction in those festive socks. Now he's tired. 9/10 still killin it 9
3356 I thought I made this very clear. We only rate dogs. Stop sending other things like this shark. Thank you... 9/10 9
3322 This is Darrel. He just robbed a 7/11 and is in a high speed police chase. Was just spotted by the helicopter 10/10 7
3283 This is Jerry. He's a neat dog. No legs (tragic). Has more horns than a dog usually does. Bark is unique af. 5/10 5
3275 For the last time, WE. DO. NOT. RATE. BULBASAUR. We only rate dogs. Please only send dogs. Thank you ...9/10 9
3270 This is Olive. He's stuck in a sleeve. 9/10 damn it Olive 9
3267 This is Hammond. He's a peculiar pup. Loves long walks. Bark barely audible. Too many legs. 3/10 must be rare 3
3291 This is Bobby. He doesn't give a damn about personal space. Convinced he called shotgun first. 4/10 not the best dog 4
3309 This is Buddy. He's gaining strength. Currently an F4 tornado with wind speeds up to 260mph. Very devastating. 9/10 9
3306 This is Jiminy. He's not the brightest dog. Needs to lay off the kibble. 5/10 still petable 5
3299 This is Tino. He really likes corndogs. 9/10 9
3298 Gang of fearless hoofed puppers here. Straight savages. Elevated for extra terror. Front one has killed before 6/10s 6
3136 This is Berb. He just found out that they have made 31 Kidz Bop CD's. Downright terrifying. 7/10 hang in there Berb 7
2979 This is Billy. He sensed a squirrel. 8/10 damn it Billy 8
2977 This is Vince. He's a Gregorian Flapjeck. White spot on legs almost looks like another dog (whoa). 9/10 rad as hell 9
2970 This is Tater. His underbite is fierce af. Doesn't give a damn about your engagement photo. 8/10 8
2959 What hooligan sent in pictures w/out a dog in them? Churlish af. 3/10 just bc that's a neat fluffy bean bag chair 3
2957 This is Gary. He just wanted to say hi. 9/10 very personable pup 9
2984 This is Klevin. He's addicted to sandwiches (yes a hotdog is a sandwich fight me) It's tearing his family apart 9/10 9
3008 This dog just brutally murdered a snowman. Currently toying with its nutritious remains 9/10 would totally still pet 9
3005 This is Keurig. He's a rare dog. Laughs like an idiot tho. Head is basically a weapon. Poorly maintained goatee 4/10 4
3003 This is Jiminus. He's in a tub for some reason. What a jokester. Smh 7/10 churlish af 7
2996 This is Cooper. He basks in the glory of rebellion. 9/10 probably a preteen 9
2914 This is Ebby. She's a Zimbabwean Feta. Embarrassed by ridiculously squishy face. 9/10 would squeeze softly 9
2909 This is Alexanderson. He's got a weird ass birth mark. Dreadful at fetch. Won't eat kibble. 3/10 wtf @Target 3
2907 Meet Bowie. He's listening for underground squirrels. Smart af. Left eye is considerably magical. 9/10 would so pet 9
2952 This is Chester. He's clearly in charge of the other dogs. Weird ass paws. Not fit for fetch. 6/10 would still pet 6
2950 This is Steven. He's inverted af. Also very helpful. Scans anything you want for free. Takes him a while tho. 7/10 7
2936 This is Thumas. He hates potted plants. 8/10 wtf Thumas 8
2933 This is Benedict. He's a feisty pup. Needs a brushing. Portable af. Looks very angry actually. 4/10 might not pet 4
2931 This is Calbert. He forgot to clear his Google search history. 9/10 rookie mistake Calbert 9
3015 This is Elliot. He's blocking the roadway. Downright rude as hell. Doesn't care that you're already late. 3/10 3
3017 Meet Shadow. She's tired of the responsibilities associated with being a dog. No longer strives to attain ball. 9/10 9
3101 Meet Reagan. He's a Persnicketus Derpson. Great with kids. Permanently caught off guard. 8/10 8
3100 This is Charl. He's a bully. Chucks that dumbbell around like its nothing. Sharp neck. Exceptionally unfluffy. 3/10 3
3093 This is Dave. He's a tropical pup. Short lil legs (dachshund mix?) Excels underwater, but refuses to eat kibble 5/10 5
3088 This is Thumas. He covered himself in nanners for maximum camouflage. It didn't work. I can still see u Thumas. 9/10 9
3086 This is Eazy-E. He's colorful af. Must be rare. Submerged in Sprite (rad). Doesn't perform well when not wet. 6/10 6
3082 This is Murphy. He's a mini golden retriever. Missing two legs (tragic). Mouth sharp. Looks rather perturbed. 6/10 6
3108 This is Rusty. He has no respect for POULTRY products. Unbelievable af. 7/10 would still pet 7
3130 These two pirates crashed their ship and don't know what to do now. Very irresponsible of them. Both 9/10 9
3126 Please stop sending in saber-toothed tigers. This is getting ridiculous. We only rate dogs.\n...8/10 8
3122 This is Ole. He's not sure how to gravity. 8/10 8
3114 Meet Beau &amp; Wilbur. Wilbur stole Beau's bed from him. Wilbur now has so much room for activities. 9/10 for both pups 9
3110 This is Claude. He's trying to be seductive but he forgot to turn on the fireplace. 9/10 damn it Claude 9
3078 This is Daniel. He's a neat pup. Exotic af. Custom paws. Leaps unannounced. Would totally pet. 7/10 daaamn Daniel 7
3041 This is Chesterson. He's a Bolivian Scoop Dog. Incredibly portable. Can't bark for shit tho. 7/10 would still pet 7
3035 This is Bode. He's a heavy sleeper. 9/10 9
3025 This is Dexter. He's a shy pup. Doesn't bark much. Dreadful fetcher. Has rare sun allergy. 7/10 still petable 7
3047 Meet Stanley. He's an inverted Uzbekistani water pup. Hella exotic. Floats around all day. 8/10 I want to be Stanley 8
3072 This is Yoda. He's a Zimbabwean Rutabaga. Freaks out if u stop scratching his belly. Incredibly self-centered. 9/10 9
3067 I know it's tempting, but please stop sending in pics of Donald Trump. Thank you ...9/10 9
3060 This is Chip. He's an Upper West Nile Pantaloon. Extremely deadly. Will rip your throat out. 6/10 might still pet 6
3056 This is Socks. That water pup w the super legs just splashed him. Socks did not appreciate that. 9/10 and 2/10 9
3053 Really guys? Again? I know this is a rare Albanian Bingo Seal, but we only rate dogs. Only send in dogs... 9/10 9
3381 Say hello to Emmie. She's trapped in an ornament. Tragic af. Looks pretty content tho. Maybe it's meant to be. 9/10 9
3383 Meet Penelope. She's a bacon frise. Total babe (lol get it like the movie). Doesn't bark tho. 5/10 very average dog 5
3714 Pink dogs here. Unreasonably long necks. Left guy has only 1 leg. Quite nimble. Don't bark tho 4/10s would still pet 4
3710 This is Toby. He asked for chocolate cake for his birthday but was given vanilla instead. 8/10 it'll be ok Toby 8
3709 Meet Phred. He isn't steering, looking at the road, or wearing a seatbelt. Phred is a rolling tornado of danger 6/10 6
3708 Two miniature golden retrievers here. Webbed paws. Don't walk very efficiently. Can't catch a tennis ball. 4/10s 4
3707 Say hello to Clarence. He's a western Alkaline Pita. Very proud of himself for dismembering his stuffed dog pal 8/10 8
3705 Neat pup here. Enjoys lettuce. Long af ears. Short lil legs. Hops surprisingly high for dog. 9/10 still very petable 9
3704 This is a Helvetica Listerine named Rufus. This time Rufus will be ready for the UPS guy. He'll never expect it 9/10 9
3715 This is Jett. He is unimpressed by flower. 7/10 7
3700 Pack of horned dogs here. Very team-oriented bunch. All have weird laughs. Bond between them strong. 8/10 for all 8
3696 This is Lola. She was not fully prepared for the water slide. 9/10 9
3694 Tfw she says hello from the other side. 9/10 9
3692 Striped dog here. Having fun playing on back. Sturdy paws. Looks like an organized Dalmatian. 7/10 would still pet 7
3689 This is Julius. He's a cool dog. Carries seashell everywhere. Rad segmented legs. Currently attacking castle. 8/10 8
3701 This is Anthony. He just finished up his masters at Harvard. Unprofessional tattoos. Always looks perturbed. 5/10 5
3717 Scary dog here. Too many legs. Extra tail. Not soft, let alone fluffy. Won't bark. Moves sideways. Has weapon. 2/10 2
3745 Silly dog here. Wearing bunny ears. Nice long tail. Unique paws. Not crazy soft but will do. Extremely agile. 7/10 7
3741 This is Bloo. He's a Westminster Cîroc. Doesn't think Bart deserves legs. Nice flowers. 8/10 8
3740 This is Pluto. He's holding little waddling dog hostage. Little waddling dog very desperate at this point sos. 8/10 8
3739 This is Ester. He has a cocaine problem. This is an intervention Ester. We all care about you. 8/10 8
3738 Meet Danny. He's too good to look at the road when he's driving. Absolute menace. 6/10 completely irresponsible 6
3735 This is Jerry. He's a great listener. Low maintenance. Hard to get leash on tho. 8/10 still good dog 8
3734 Say hello to Gin &amp; Tonic. They're having a staring contest. Very very intense. 9/10 for both 9
3731 This is Traviss. He has no ears. Two rare dogs in background. I bet they all get along nicely. 7/10s I'd pet all 7
3730 This dude slaps your girl's ass what do you do?\n5/10 5
3729 Flamboyant pup here. Probably poisonous. Won't eat kibble. Doesn't bark. Slow af. Petting doesn't look fun. 1/10 1
3728 This is Creg. You offered him a ride to work but you're late and you just missed his exit. 8/10 8
3727 Two obedient dogs here. Left one has extra leg sticking out of its back. They each get 9/10. Would pet both at once 9
3726 This is Antony. He's a Sheraton Tetrahedron. Skips awkwardly. Doesn't look when he crosses the road (reckless). 7/10 7
3685 This is Scruffers. He's being violated on multiple levels and is not happy about it. 9/10 hang in there Scruffers 9
3653 This is Cal. He's a Swedish Geriatric Cheddar. Upset because the pope is laughing at his eyebrows. 9/10 9
3652 Exotic underwater dog here. Very shy. Wont return tennis balls I toss him. Never been petted. 5/10 I bet he's soft 5
3651 This is Ridley. He doesn't know how to couch. 7/10 7
3647 Mighty rare dogs here. Long smooth necks. Great knees. Travel in squads. 1 out of every 14 is massive. 8/10 for all 8
3642 This is Buddy. He's photogenic af. Loves to sexily exit pond. Very striped. Comes with shield. 8/10 would pet well 8
3637 Meet Darby. He's a Fiscal Tutankhamen Waxbeard. Really likes steak. 7/10 7
3636 Lots of pups here. All are Judea Hazelnuts. Exceptionally portable. 8/10 for all 8
3632 This is Caryl. Likes to get in the microwave. 9/10 damn it Caryl 9
3629 This is Leonidas. He just got rekt by a snowball. 9/10 doggy down 9
3628 This is Jerry. He's a Timbuk Slytherin. Eats his pizza from the side first. Crushed that cup with his bare paws 9/10 9
3682 Super rare dog here. Spiffy mohawk. Sharp mouth. Shits eggs. Cool chariot wheel in background. 6/10 v confident pup 6
3681 This is Reginald. He's pondering what life would be like without so much damn skin. 9/10 it'll be ok buddy 9
3680 This is Baxter. He's very calm. Hasn't eaten in weeks tho. Not good at fetch. Never blinks. 8/10 would still pet 8
3678 Interesting dog here. Very large. Purple. Manifests rainbows. Perfect teeth. No ears. Surprisingly knowledgable 6/10 6
3672 Very fit horned dog here. Looks powerful. Not phased by wind. Great beard. Big enough to ride? 6/10 would cuddle 6
3671 Say hello to Mark. He's a good dog. Always ready to go for a walk. Excellent posture. 9/10 keep it up Mark 9
3668 Remarkable dog here. Walks on back legs really well. Looks extra soft. 8/10 would cuddle with 8
3665 This is Brad. He's a chubby lil pup. Doesn't really need the food he's trying to reach. 5/10 you've had enough Brad 5
3661 Say hello to Gizmo. He's upset because he's not sure if he's really big or the shopping cart is really small. 7/10 7
3659 This is Tuco. That's the toast that killed his father. 9/10 9
3686 Say hello to Hammond. He's just a wee lil pup. Jumps around a shit ton. 8/10 overall very good dog 8
3747 Vibrant dog here. Fabulous tail. Only 2 legs tho. Has wings but can barely fly (lame). Rather elusive. 5/10 okay pup 5
3834 This is a wild Toblerone from Papua New Guinea. Mouth always open. Addicted to hay. Acts blind. 7/10 handsome dog 7
3828 This is Herald. He likes to swing. Subtle tongue slip. Owner good at b-ball. Creepy person on bench back there. 9/10 9
3822 This is Ruby. She's a Bimmington Fettuccini. One ear works a lil better than other. Looks startled. Cool carpet 9/10 9
3821 Honor to rate this dog. Lots of fur on him. Two massive tumors on back. Should get checked out. Very neat tho. 7/10 7
3820 This is Bernie. He's taking his Halloween costume very seriously. Wants to be baked. 3/10 not a good idea Bernie smh 3
3819 This is Harrison. He braves the snow like a champ. Perched at all times. Hasn't blinked in months. 8/10 v nifty dog 8
3818 Two gorgeous pups here. Both have cute fake horns(adorable). Barn in the back looks on fire. 5/10 would pet rly well 5
3813 This is Samsom. He is sexually confused. Really wants to be a triceratops. 9/10 just a great guy 9
3811 This is Clarq. He's a golden Quetzalcoatl. Clarq enjoys eating his own foot. Damn it Clarq. 8/10 would pet firmly 8
3823 Unique dog here. Oddly shaped tail. Long pink front legs. I don't think dogs breath underwater sos. 4/10 bad owner 4
3838 Fascinating dog here. Loves beach. Oddly long nose for dog. Massive ass paws. Hard to cuddle w. 3/10 would still pet 3
3864 Say hello to Bisquick. He is a Brown Douglass Fir terrier. Very inbred. Looks terrified. 8/10 still cute tho 8
3858 2 rare dogs. They waddle (v inefficient). Sometimes slide on bellies. Right one wants to be aircraft Marshall. 9/10s 9
3857 Here is a mother dog caring for her pups. Snazzy red mohawk. Doesn't wag tail. Pups look confused. Overall 4/10 4
3855 Good teamwork between these dogs. One is on lookout while other eats. Long necks. Nice big house. 9/10s good pups 9
3854 This is Jo. Jo is a Swedish Queso. Tongue bigger than face. Tiny lil legs. Still no seatbelt. Simply careless. 8/10 8
3851 This is Spark. He's nervous. Other dog hasn't moved in a while. Won't come when called. Doesn't fetch well 8/10&amp;1/10 8
3847 Here is a horned dog. Much grace. Can jump over moons (dam!). Paws not soft. Bad at barking. 7/10 can still pet tho 7
3843 This is Timofy. He's a pilot for Southwest. It's Christmas morning &amp; everyone has gotten kickass gifts but him. 9/10 9
3842 Meet Zeek. He is a grey Cumulonimbus. Zeek is hungry. Someone should feed Zeek asap. 5/10 absolutely terrifying 5
3774 This is Tommy. He's a cool dog. Hard not to step on. Won't let go of seashell. Not fast by any means. 3/10 3
3772 This is Randall. He's from Chernobyl. Built playground himself. Has been stuck up there quite a while. 5/10 good dog 5
3768 This is Wally. He's a Flaccid Mitochondria. Going on vacation. Bag definitely full of treats. Great hat. 9/10 9
3766 This is a Speckled Cauliflower Yosemite named Hemry. He's terrified of intruder dog. Not one bit comfortable. 9/10 9
3763 This is a Rich Mahogany Seltzer named Cherokee. Just got destroyed by a snowball. Isn't very happy about it. 9/10 9
3761 Meet Larry. He's a Panoramic Benzoate. Can shoot lasers out of his eyes. Very neat. Stuck in that position tho. 8/10 8
3757 Sharp dog here. Introverted. Loves purple. Not fun to pet. Hurts to cuddle with. 6/10 still good dog tho 6
3754 This is a Deciduous Trimester mix named Spork. Only 1 ear works. No seat belt. Incredibly reckless. 9/10 still cute 9
3777 Awesome dog here. Not sure where it is tho. Spectacular camouflage. Enjoys leaves. Not very soft. 5/10 still petable 5
3779 This is Zoey. Her dreams of becoming a hippo ballerina don't look promising. 9/10 it'll be ok puppers 9
3805 Meet Dug. Dug fucken loves peaches. 8/10 8
3800 This is Billl. He's trying to be a ghost but he's not very good at it. 6/10 c'mon Billl 6
3797 Meet Kollin. He's a Parakeetian Badminton from Denmark. Great artist. Taking break from research. Loves wicker 9/10 9
3796 This is Keith. He's had 13 DUIs. 7/10 that's too many Keith 7
3794 Special dog here. Pretty big. Neck kinda long for dog. Cool spots. Must be a Dalmatian variant. 6/10 would still pet 6
3790 This is a brave dog. Excellent free climber. Trying to get closer to God. Not very loyal though. Doesn't bark. 5/10 5
3789 This is Shawwn. He's a Turkish Gangrene Robitussin. Spectacular tongue. Cranks out push-ups. 8/10 #NoDaysOff #swole 8
3788 Meet Louie. He just pounded that bottle of wine. 9/10 goodnight Louie 9
3786 Say hello to Clarence. Clarence thought he saw a squirrel. He was just trying to help. 8/10 poor Clarence 8
3626 This is Oscar. He's getting bombarded with the snacks. Not sure he's happy about it. 8/10 for Oscar 8
3470 Say hello to Griffin. He's upset because his costume for Halloween didn't arrive until today. 9/10 cheer up pup 9
3467 Meet Vinnie. He's having fun while being safe. Well not a lot of fun, but definitely safe, and that's important 8/10 8
3466 This is Bubbles. He kinda resembles a fish. Always makes eye contact with u no matter what. Sneaky tongue slip. 5/10 5
3460 Say hello to Penny &amp; Gizmo. They are practicing their caroling. The ambition in the room is tangible. 9/10 for both 9
3456 Exotic handheld dog here. Appears unathletic. Feet look deadly. Can be thrown a great distance. 5/10 might pet idk 5
3454 Who leaves the last cupcake just sitting there? 9/10 9
3452 This is Karl. Karl thinks he's slick. 6/10 sneaky pup 6
3451 This is Tyrus. He's a Speckled Centennial Ticonderoga. Terrified of floating red ball. Nifty bandana. 8/10 v petable 8
3448 Here we see a Byzantine Rigatoni. Very aerodynamic. No eyes. Actually not windy here they just look like that. 9/10 9
3445 This is Juckson. He's totally on his way to a nascar race. 5/10 for Juckson 5
3484 This is Donny. He's summoning the demon monster Babadook. 6/10 Donny please no that won't be a good time for anyone 6
3482 "Yes hello I'ma just snag this here toasted bagel real quick. carry on." 9/10 9
3481 Extremely rare pup here. Very religious. Always praying. Too many legs. Not overwhelmingly fluffy. Won't bark. 3/10 3
3477 This is Herm. He just wants to be like the other dogs. Sneaky tongue slip. Super fuzzy. 9/10 would cuddle firmly 9
3475 Say hello to Winston. He has no respect for the system. Much rebellion. I think that's a palm tree... nice. 8/10 8
3441 This dog gave up mid jump. 9/10 9
3409 This is Mia. She makes awful decisions. 8/10 8
3407 This is Linda. She fucking hates trees. 7/10 7
3403 This dog doesn't know how to stairs. Quite tragic really. 9/10 get it together pup 9
3399 I know everyone's excited for Christmas but that doesn't mean you can send in reindeer. We only rate dogs... 8/10 8
3394 Say hello to William. He makes fun of others because he's terrified of his own deep-seated insecurities. 7/10 7
3392 Guys this really needs to stop. We've been over this way too many times. This is a giraffe. We only rate dogs.. 7/10 7
3391 This is Mike. He is a Jordanian Frito Pilates. Frowning because he can't see directly in front of him. 8/10 8
3390 This is Hunter. He was playing with his ball minding his own business. Has no idea what happened to the carpet. 8/10 8
3389 This pup's name is Sabertooth (parents must be cool). Ears for days. Jumps unannounced. 9/10 would pet diligently 9
3385 This is Bruce. He's a rare pup. Covered in Frosted Flakes. Nifty gold teeth. Overall good dog. 7/10 would pet firmly 7
3396 This is Evy. She doesn't want to be a Koala. 9/10 9
3412 Meet Tango. He's a large dog. Doesn't care much for personal space. Owner isn't very accepting. Tongue slip. 6/10 6
3413 Exotic pup here. Tail long af. Throat looks swollen. Might breathe fire. Exceptionally unfluffy 2/10 would still pet 2
3440 Say hello to Axel. He's a Black Chevy Pinot on wheels. 0 to 60 in 5.7 seconds (if downhill). 9/10 I call shotgun 9
3437 Contortionist pup here. Inside pentagram. Clearly worships Satan. Known to slowly push fragile stuff off tables 6/10 6
3433 Endangered triangular pup here. Could be a wizard. Caught mid-laugh. No legs. Just fluff. Probably a wizard. 9/10 9
3431 This is Sadie. She got her holidays confused. 9/10 damn it Sadie 9
3428 Guys this was terrifying. Really spooked me up. We don't rate ghosts. We rate dogs. Please only send dogs... 9/10 9
3425 This is Jessifer. She is a Bismoth Teriyaki. Flowers being attacked by hurricanes on bandana (rad). 9/10 stellar pup 9
3416 This is Crystal. She's a shitty fireman. No sense of urgency. People could be dying Crystal. 2/10 just irresponsible 2
3442 Meet Humphrey. He's a Northern Polyp Viagra. One ear works. Face stuck like that. Always surprised. 9/10 petable af 9
3625 Marvelous dog here. Rad ears. Not very soft. Large tumor on nose. Has a pet rock. Good w kids. 6/10 overall neat pup 6
3505 Rare shielded battle dog here. Very happy about abundance of lettuce. Painfully slow fetcher. Still petable. 5/10 5
3589 Meet Larry. He doesn't know how to shoe. 9/10 damn it Larry 9
3586 Large blue dog here. Cool shades. Flipping us off w both hands. Obviously a preteen. 3/10 for rude blue preteen pup 3
3585 This is Dot. He found out you only pretended to throw the ball that one time. You don't fuck with Dot. 8/10 8
3580 This is a heavily opinionated dog. Loves walls. Nobody knows how the hair works. Always ready for a kiss. 4/10 4
3578 Guys I'm getting real tired of this. We only rate dogs. Please don't send in other things like this Bulbasaur. 3/10 3
3571 Meet Daisy. She has no eyes &amp; her face has been blurry since birth. Quite the trooper tho. Still havin a blast. 9/10 9
3568 Herd of wild dogs here. Not sure what they're trying to do. No real goals in life. 3/10 find your purpose puppers 3
3623 This is Jimison. He's stuck in a pot. Damn it Jimison. 9/10 9
3618 Extraordinary dog here. Looks large. Just a head. No body. Rather intrusive. 5/10 would still pet 5
3617 Very happy pup here. Always smiling. Loves his little leaf. Carries it everywhere with him. 9/10 9
3615 This is Pumpkin. He can look in two different directions at once. Great with a screwdriver. 8/10 8
3611 Magical floating dog here. Very calm. Always hangs by the pond. Rather moist. Good listener. 6/10 personally I'd pet 6
3604 This is Gerald. He's a fluffy lil yellow pup. Always looks like his favorite team just lost on a hail mary. 7/10 7
3603 This is Bella. She's a Genghis Flopped Canuck. Stuck in trash can. 9/10 not to happy about it 9
3600 This is Steve. He was just relaxing in hot tub when he was intruded upon. 8/10 poor little pup 8
3598 Sun burnt dog here. Quite large. Wants to promote peace. Looks unemployed. Ears for days. 7/10 would pet profusely 7
3597 When you ask your professor about extra credit on the last day of class. 8/10 8
3565 This is Earl. Earl is lost. Someone help Earl. He has no tags. Just trying to get home. 5/10 hang in there Earl 5
3531 Say hello to Maggie. She's a Western Septic Downy. Pretends to be Mexican. Great hardwood flooring. 9/10 9
3521 C'mon guys. We've been over this. We only rate dogs. This is a cow. Please only submit dogs. Thank you...... 9/10 9
3520 Say hello to Oliver. He thought what was inside the pillow should be outside the pillow. Blurry since birth. 8/10 8
3532 Bedazzled pup here. Fashionable af. Super yellow. Looks hella fluffy. Webbed paws for efficient fetching. 8/10 8
3517 What an honor. 3 dogs here. Blond one is clearly a gymnast. Other two just confused. Very nifty pups. 9/10 for all 9
3516 This is Coops. He's yelling at the carpet. Not very productive Coops. 7/10 7
3513 What kind of person sends in a picture without a dog in it? 1/10 just because that's a nice table 1
3518 This is Steven. He got locked outside. Damn it Steven. 5/10 nice grill tho 5
3560 This is Henry. He's a shit dog. Short pointy ears. Leaves trail of pee. Not fluffy. Doesn't come when called. 2/10 2
3559 This is Bob. He's a Juniper Fitzsimmons. His body is 2, but his face is 85. Always looks miserable. Nice stool. 8/10 8
3554 This is Gary. He's a hide and seek champion. Second only to Kony. 8/10 Gary has a gift 8
3550 Meet Bailey. She plays with her food. Very childish. Doesn't even need a battle helmet smh. Still cute though. 9/10 9
3547 Rare submerged pup here. Holds breath for a long time. Frowning because that spoon ignores him. 5/10 would still pet 5
3544 Two gorgeous dogs here. Little waddling dog is a rebel. Refuses to look at camera. Must be a preteen. 5/10 &amp; 8/10 5
3542 Meet Jeb &amp; Bush. Jeb is somehow stuck in that fence and Bush won't stop whispering sweet nothings in his ear. 9/10s 9
3541 Meet Patrick. He's an exotic pup. Jumps great distances for a dog. Always gets injured when I toss him a ball. 3/10 3
2894 This is Charleson. He lost his plunger. Looked everywhere. Can't find it. So sad. 9/10 would comfort 9
2524 Who keeps sending in pictures without dogs in them? This needs to stop. 5/10 for the mediocre road 5
2548 This is Wesley. He's clearly trespassing. Seems rather h*ckin violent too. Weaponized forehead. 3/10 wouldn't let in 3
2171 This is Jerry. He's doing a distinguished tongue slip. Slightly patronizing tbh. You think you're better than us, Jerry? 6/10 hold me back 6
2229 When you're so blinded by your systematic plagiarism that you forget what day it is. 0/10 0
7975 Here we have a Japanese Irish Setter. Lost eye in Vietnam (?). Big fan of relaxing on stair. 8/10 would pet 8
2659 Teagan reads entire books in store so they're free. Loved 50 Shades of Grey (how dare I make that joke so late) 9/10 9
2650 Meet Toby. He has a drinking problem. Inflatable marijuana plant in the back is also not a good look. 7/10 cmon Toby 7
2760 This is Percy. He fell asleep at the wheel. Irresponsible af. 7/10 absolute menace on the roadway 7
2762 We only rate dogs. Pls stop sending in non-canines like this Jamaican Flop Seal. This is very very frustrating. 9/10 9
2666 This is Devón (pronounced "Eric"). He forgot how to eat the apple halfway through. Wtf Devón get it together. 8/10 8
2663 Here's another picture without a dog in it. Idk why you guys keep sending these. 4/10 just because that's a neat rug 4
2773 This is Harold. He looks slippery af. Probably difficult to hug. Would still try tho. 7/10 great with kids I bet 7
2787 This is Tucker. He's still figuring out couches. 9/10 keep your head up pup 9
2791 Here we are witnessing the touchdown of a pupnado. It's not funny it's actually very deadly. 9/10 might still pet 9
2792 This is Chip. He only mowed half the yard. 8/10 quit the shit Chip we have other things to do 8
2794 After so many requests, this is Bretagne. She was the last surviving 9/11 search dog, and our second ever 14/10. RIP 9
2642 This is Fido. He can tell the weather. Not good at fetch tho. Never comes when called. 4/10 would probably still pet 4
2733 This is one of the most reckless puppers I've ever seen. How she got a license in the first place is beyond me. 6/10 6
2727 This is Dietrich. He hops at random. Other doggos don't understand him. It upsets him greatly. 8/10 would comfort 8
2737 This sherk must've leapt out of the water and into the canoe, trapping the human. Won't even help paddle smh. 7/10 7
2750 PUPDATE: can't see any. Even if I could, I couldn't reach them to pet. 0/10 much disappointment 0
2756 This is an Iraqi Speed Kangaroo. It is not a dog. Please only send in dogs. I'm very angry with all of you ...9/10 9
2686 This is Hank. He's mischievous af. Doesn't even know what he was trying to do here. 8/10 quit the shit Hank damn 8
2740 This is a mighty rare blue-tailed hammer sherk. Human almost lost a limb trying to take these. Be careful guys. 8/10 8
2742 Viewer discretion is advised. This is a terrible attack in progress. Not even in water (tragic af). 4/10 bad sherk 4
2796 This is Chase. He's in a predicament. 9/10 help is on the way buddy 9
2856 This is Coleman. Somebody needs to tell him that he's sitting in chairs wrong. 8/10 8
2866 I swear to god if we get sent another Blue Madagascan Peacock we'll deactivate. We 👏 Only 👏 Rate 👏 Dogs... 9/10 9
2847 This is Charles. He's camera shy. Tail longer than average. Doesn't look overwhelmingly fluffy. 6/10 would still pet 6
2587 Another pic without a dog in it? What am I supposed to do? Rate the carpet? Fine I will. 7/10 looks adequately comfy 7
2884 This is Jangle. She's addicted to broccoli. It's the only thing she cares about. Tragic af. 8/10 get help pup 8
2885 Happy 4/20 from the squad! 13/10 for all 4
2871 I'm getting super heckin frustrated with you all sending in non canines like this ostrich. We only rate dogs... 9/10 9
2843 We only rate dogs. Pls stop sending non-canines like this Bulgarian Eyeless Porch Bear. This is unacceptable... 9/10 9
2816 Say hello to Lily. She's not injured or anything. Just wants everyone to hear her. 9/10 clever af 9
2809 For the last time, we only rate dogs. Pls stop sending other animals like this Duck-Billed Platypus. Thank you. 9/10 9
2803 This is Kyle. He's a heavy drinker and an avid pot user. Just wants to be pupular. 6/10 I can't support this Kyle 6
2622 This is Clark. He collects teddy bears. It's absolutely h*ckin horrifying. 8/10 please stop this Clark 8
2610 This is Shadoe. Her tongue flies out of her mouth at random. Can't have a serious conversation with her. 9/10 9
699 Here's a doggo trying to catch some fish. 8/10 futile af (vid by @KellyBauerx) 8
832 This is Kellogg. He accidentally opened the front facing camera. 8/10 get it together doggo 8
608 Meet Gerald. He's a fairly exotic doggo. Floofy af. Inadequate knees tho. Self conscious about large forehead. 8/10 8
5459 This is Godzilla pupper. He had a ruff childhood &amp; now deflects that pain outward by terrorizing cities. Tragic 9/10 9
5462 This pupper is very passionate about Christmas. Wanted to give the tree a hug. So cute. 8/10 8
5263 This is the newly formed pupper a capella group. They're just starting out but I see tons of potential. 8/10 for all 8
4821 Meet Buckley. His family &amp; some neighbors came over to watch him perform but he's nervous af. 9/10 u got this pupper 9
5265 This is Marty. He has no idea what happened here. Never seen this stuff in his life. 9/10 very suspicious pupper 9
5267 This is Otis. He just passed a cop while going 61 in a 45. Very nervous pupper. 7/10 7
5243 "You got any games on your phone" 7/10 for invasive brown Dalmatian pupper 7
5449 Here we see a rare pouched pupper. Ample storage space. Looks alert. Jumps at random. Kicked open that door. 8/10 8
5128 This is Trevith. He's a Swiss Mountain Roadwoof. Breeze too powerful. 9/10 stay strong pupper 9
5301 Here we see a faulty pupper. Might need to replace batteries. Try turning off &amp; back on again. 9/10 would still pet 9
5307 "Hello forest pupper I am house pupper welcome to my abode" (8/10 for both) 8
5314 Here we see a nifty leaping pupper. Feet look deadly. Sad that the holidays are over. 9/10 undeniably huggable 9
5336 Can you spot Toby the guilty pupper? 7/10 would be higher but he made quite the mess shredding his stuffed pals 7
5323 This is Patrick. He's a bigass pupper. 7/10 7
5311 Meet Brandy. She's a member of the Bloods. Menacing criminal pupper. Soft spot for flowers tho. 9/10 pet w caution 9
4979 Here's a pupper with magic eyes. Not wearing a seat belt tho (irresponsible af). Very distracting to driver. 9/10 9
5282 Here we have a basking dino pupper. Looks powerful. Occasionally shits eggs. Doesn't want the holidays to end. 5/10 5
5389 This is Dwight. He's a pointy pupper. Very docile. Attracts marshmallows. Hurts to pet but definitely worth it 8/10 8
4795 Meet Benji. He just turned 1. Has already given up on a traditional pupper physique. Just inhaled that thing. 9/10 9
4702 This is Zoe. She was trying to stealthily take a picture of you but you just noticed. 9/10 not so sneaky pupper 9
5581 This is Pickles. She's a tiny pointy pupper. Average walker. Very skeptical of wet leaf. 8/10 8
5155 Meet Phil. He's big af. Currently destroying this nice family home. Completely uncalled for. 3/10 not a good pupper 3
5555 This is Gus. He's super stoked about being an elephant. Couldn't be happier. 9/10 for elephant pupper 9
5172 Meet Herschel. He's slightly bigger than ur average pupper. Looks lonely. Could probably ride 7/10 would totally pet 7
5650 This is Bubba. He's a Titted Peebles Aorta. Evolutionary masterpiece. Comfortable with his body. 8/10 great pupper 8
5589 This is Jeffri. He's a speckled ice pupper. Very lazy. Enjoys the occasional swim. Rather majestic really. 7/10 7
5146 Meet Grady. He's very hungry. Too bad no one can find his food bowl. 9/10 poor pupper 9
5126 This is Misty. She's in a predicament. Not sure what next move should be. 9/10 stay calm pupper I'm comin 9
5625 This is Norman. Doesn't bark much. Very docile pup. Up to date on current events. Overall nifty pupper. 6/10 6
5614 This is Chet. He's having a hard time. Really struggling. 7/10 hang in there pupper 7
5628 Meet Scott. Just trying to catch his train to work. Doesn't need everybody staring. 9/10 ignore the haters pupper 9
5607 This is Fletcher. He's had a ruff night. No more Fireball for Fletcher. 8/10 it'll be over soon pupper 8
5603 Meet Eve. She's a raging alcoholic 8/10 (would b 11/10 but pupper alcoholism is a tragic issue that I can't condone) 8
4692 Please stop sending it pictures that don't even have a doggo or pupper in them. Churlish af. 5/10 neat couch tho 5
4700 This is Malcolm. He's absolutely terrified of heights. 8/10 hang in there pupper 8
5648 This is Opal. He's a Royal John Coctostan. Ready for transport. Basically indestructible. 9/10 good pupper 9
5550 This is Lennon. He's in quite the predicament. 8/10 hang in there pupper 8
5222 This is Hamrick. He's covered in corn flakes. Silly pupper. Looks congested. 7/10 considerably petable 7
4778 This is Edmund. He sends stellar selfies. Cute af. 8/10 would totally snapchat with this pupper 8
5236 Say hello to Blakely. He thinks that's a hat. Silly pupper. That's a nanner. 9/10 9
6753 This is Abby. She got her face stuck in a glass. Churlish af. 9/10 rookie move puppo 9
In [124]:
twitter_archive_clean.loc[(39,2885),'rating_numerator'] = 13
In [125]:
twitter_archive_clean.loc[3322,'rating_numerator'] = 10

Test

In [126]:
twitter_archive_clean.loc[(39,2885,3322),['text','rating_numerator']]
Out[126]:
text rating_numerator
39 This is Bella. She hopes her smile made you smile. If not, she is also offering you her favorite monkey. 13.5/10 13
2885 Happy 4/20 from the squad! 13/10 for all 13
3322 This is Darrel. He just robbed a 7/11 and is in a high speed police chase. Was just spotted by the helicopter 10/10 10
In [ ]:

Code

Quality problem 9 - Ratings of Denominator which are not equal to 10

Code

In [127]:
len(twitter_archive_clean.query('rating_denominator != 10'))
Out[127]:
18
In [128]:
twitter_archive_clean.query('rating_denominator != 10').loc[:,['text','rating_denominator']]
Out[128]:
text rating_denominator
1973 This is an Albanian 3 1/2 legged Episcopalian. Loves well-polished hardwood flooring. Penis on the collar. 9/10 2
3322 This is Darrel. He just robbed a 7/11 and is in a high speed police chase. Was just spotted by the helicopter 10/10 11
3297 Someone help the girl is being mugged. Several are distracting her while two steal her shoes. Clever puppers 121/110 110
3296 Two sneaky puppers were not initially seen, moving the rating to 143/130. Please forgive us. Thank you 130
2982 From left to right:\nCletus, Jerome, Alejandro, Burp, &amp; Titson\nNone know where camera is. 45/50 would hug all at once 50
2964 Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 80
2919 This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 50
2940 Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody 90
3124 Happy Wednesday here's a bucket of pups. 44/40 would pet all at once 40
3048 Here is a whole flock of puppers. 60/50 I'll take the lot 50
3488 Here we have an entire platoon of puppers. Total score: 88/80 would pet all at once 80
3429 IT'S PUPPERGEDDON. Total of 144/120 ...I think 120
2379 Meet Sam. She smiles 24/7 &amp; secretly aspires to be a reindeer. \nKeep Sam smiling by clicking and sharing this link:\n 7
2317 The floofs have been released I repeat the floofs have been released. 84/70 70
2656 Why does this never happen at my front door... 165/150 150
2794 After so many requests, this is Bretagne. She was the last surviving 9/11 search dog, and our second ever 14/10. RIP 11
2885 Happy 4/20 from the squad! 13/10 for all 20
2842 Say hello to this unbelievably well behaved squad of doggos. 204/170 would try to pet all at once 170
In [129]:
twitter_archive_clean.loc[(1973,2794,2885,2919,3322),'rating_denominator'] = 10

Test

In [130]:
twitter_archive_clean.loc[(1973,2794,2885,2919,3322),['text','rating_denominator']]
Out[130]:
text rating_denominator
1973 This is an Albanian 3 1/2 legged Episcopalian. Loves well-polished hardwood flooring. Penis on the collar. 9/10 10
2794 After so many requests, this is Bretagne. She was the last surviving 9/11 search dog, and our second ever 14/10. RIP 10
2885 Happy 4/20 from the squad! 13/10 for all 10
2919 This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 10
3322 This is Darrel. He just robbed a 7/11 and is in a high speed police chase. Was just spotted by the helicopter 10/10 10
In [ ]:
In [131]:
twitter_archive_clean.columns
Out[131]:
Index(['tweet_id', 'source', 'text', 'expanded_urls', 'rating_numerator',
       'rating_denominator', 'name', 'dogs_stage', 'year', 'month', 'day',
       'url'],
      dtype='object')
In [132]:
twitter_archive_clean.head()
Out[132]:
tweet_id source text expanded_urls rating_numerator rating_denominator name dogs_stage year month day url
1918 667405339315146752 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Biden. Biden just tripped... 7/10 https://twitter.com/dog_rates/status/667405339315146752/photo/1 7 10 Biden NaN 2015 11 19 https://t.co/3Fm9PwLju1
1917 667435689202614272 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Ermergerd 12/10 https://twitter.com/dog_rates/status/667435689202614272/photo/1 12 10 NaN NaN 2015 11 19 https://t.co/PQni2sjPsm
1916 667437278097252352 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Never seen this breed before. Very pointy pup. Hurts when you cuddle. Still cute tho. 10/10 https://twitter.com/dog_rates/status/667437278097252352/photo/1 10 10 NaN NaN 2015 11 19 https://t.co/97HuBrVuOx
1915 667443425659232256 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Exotic dog here. Long neck. Weird paws. Obsessed with bread. Waddles. Flies sometimes (wow!). Very happy dog. 6/10 https://twitter.com/dog_rates/status/667443425659232256/photo/1 6 10 NaN NaN 2015 11 19 https://t.co/rqO4I3nf2N
1914 667453023279554560 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a> Meet Cupcake. I would do unspeakable things for Cupcake. 11/10 https://twitter.com/dog_rates/status/667453023279554560/photo/1 11 10 Cupcake NaN 2015 11 19 https://t.co/6uLCWR9Efa
In [ ]:

Twitter Api data

In [133]:
twitter_archive_website_clean.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 2331 entries, 0 to 2330
Data columns (total 3 columns):
 #   Column          Non-Null Count  Dtype
---  ------          --------------  -----
 0   tweet_id        2331 non-null   int64
 1   favorite_count  2331 non-null   int64
 2   retweet_count   2331 non-null   int64
dtypes: int64(3)
memory usage: 54.8 KB
In [134]:
twitter_archive_website_clean.shape
Out[134]:
(2331, 3)

Merge twitter_archive_clean and twitter_archive_website_clean on twitter_id

In [135]:
archive_master_clean = pd.merge(twitter_archive_clean , twitter_archive_website_clean , how = 'left' , on = 'tweet_id')
In [136]:
archive_master_clean.head()
Out[136]:
tweet_id source text expanded_urls rating_numerator rating_denominator name dogs_stage year month day url favorite_count retweet_count
0 667405339315146752 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Biden. Biden just tripped... 7/10 https://twitter.com/dog_rates/status/667405339315146752/photo/1 7 10 Biden NaN 2015 11 19 https://t.co/3Fm9PwLju1 444.0 213.0
1 667435689202614272 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Ermergerd 12/10 https://twitter.com/dog_rates/status/667435689202614272/photo/1 12 10 NaN NaN 2015 11 19 https://t.co/PQni2sjPsm 293.0 81.0
2 667437278097252352 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Never seen this breed before. Very pointy pup. Hurts when you cuddle. Still cute tho. 10/10 https://twitter.com/dog_rates/status/667437278097252352/photo/1 10 10 NaN NaN 2015 11 19 https://t.co/97HuBrVuOx 427.0 225.0
3 667443425659232256 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Exotic dog here. Long neck. Weird paws. Obsessed with bread. Waddles. Flies sometimes (wow!). Very happy dog. 6/10 https://twitter.com/dog_rates/status/667443425659232256/photo/1 6 10 NaN NaN 2015 11 19 https://t.co/rqO4I3nf2N 745.0 546.0
4 667453023279554560 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a> Meet Cupcake. I would do unspeakable things for Cupcake. 11/10 https://twitter.com/dog_rates/status/667453023279554560/photo/1 11 10 Cupcake NaN 2015 11 19 https://t.co/6uLCWR9Efa 297.0 84.0
In [137]:
archive_master_clean.shape
Out[137]:
(1994, 14)
In [ ]:

Image_Prediction

In [138]:
image_prediction_clean.head()
Out[138]:
tweet_id jpg_url img_num p1 p1_conf p1_dog p2 p2_conf p2_dog p3 p3_conf p3_dog
0 666020888022790149 https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg 1 Welsh_springer_spaniel 0.465074 True collie 0.156665 True Shetland_sheepdog 0.061428 True
1 666029285002620928 https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg 1 redbone 0.506826 True miniature_pinscher 0.074192 True Rhodesian_ridgeback 0.072010 True
2 666033412701032449 https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg 1 German_shepherd 0.596461 True malinois 0.138584 True bloodhound 0.116197 True
3 666044226329800704 https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg 1 Rhodesian_ridgeback 0.408143 True redbone 0.360687 True miniature_pinscher 0.222752 True
4 666049248165822465 https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg 1 miniature_pinscher 0.560311 True Rottweiler 0.243682 True Doberman 0.154629 True
In [139]:
image_prediction_clean.shape
Out[139]:
(2075, 12)
In [140]:
image_prediction_clean.jpg_url.isnull().sum()
Out[140]:
0
In [141]:
image_prediction_clean.query('p1_dog == True').count()
Out[141]:
tweet_id    1532
jpg_url     1532
img_num     1532
p1          1532
p1_conf     1532
p1_dog      1532
p2          1532
p2_conf     1532
p2_dog      1532
p3          1532
p3_conf     1532
p3_dog      1532
dtype: int64

Define

Tidiness problem 1 melt p1_dog,p1,p1_conf,p2_dog,p2,p2_conf,p3_dog,p3,p3_conf

Code

In [142]:
type_of_dog = []
confidence = []

def images_prediction(image_prediction_clean):
    if image_prediction_clean['p1_dog'] == True:
        type_of_dog.append(image_prediction_clean['p1'])
        confidence.append(image_prediction_clean['p1_conf'])
        
    elif image_prediction_clean['p2_dog'] == True:
        type_of_dog.append(image_prediction_clean['p2'])
        confidence.append(image_prediction_clean['p2_conf'])
        
        
    elif image_prediction_clean['p3_dog'] == True:
        type_of_dog.append(image_prediction_clean['p3'])
        confidence.append(image_prediction_clean['p3_conf'])
        
    else:
        type_of_dog.append('Invalid')
        confidence.append('Invalid')
          
            
image_prediction_clean.apply(images_prediction,axis =1)

image_prediction_clean['dog_type'] = type_of_dog
image_prediction_clean['confidence'] = confidence
In [143]:
image_prediction_clean =  image_prediction_clean[image_prediction_clean['dog_type'] != 'Invalid']
# dropping the rows which have dog type as Invalid

Test

In [144]:
image_prediction_clean.head()
Out[144]:
tweet_id jpg_url img_num p1 p1_conf p1_dog p2 p2_conf p2_dog p3 p3_conf p3_dog dog_type confidence
0 666020888022790149 https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg 1 Welsh_springer_spaniel 0.465074 True collie 0.156665 True Shetland_sheepdog 0.061428 True Welsh_springer_spaniel 0.465074
1 666029285002620928 https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg 1 redbone 0.506826 True miniature_pinscher 0.074192 True Rhodesian_ridgeback 0.072010 True redbone 0.506826
2 666033412701032449 https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg 1 German_shepherd 0.596461 True malinois 0.138584 True bloodhound 0.116197 True German_shepherd 0.596461
3 666044226329800704 https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg 1 Rhodesian_ridgeback 0.408143 True redbone 0.360687 True miniature_pinscher 0.222752 True Rhodesian_ridgeback 0.408143
4 666049248165822465 https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg 1 miniature_pinscher 0.560311 True Rottweiler 0.243682 True Doberman 0.154629 True miniature_pinscher 0.560311
In [145]:
image_prediction_clean.shape
Out[145]:
(1751, 14)
In [146]:
image_prediction_clean.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1751 entries, 0 to 2073
Data columns (total 14 columns):
 #   Column      Non-Null Count  Dtype  
---  ------      --------------  -----  
 0   tweet_id    1751 non-null   int64  
 1   jpg_url     1751 non-null   object 
 2   img_num     1751 non-null   int64  
 3   p1          1751 non-null   object 
 4   p1_conf     1751 non-null   float64
 5   p1_dog      1751 non-null   bool   
 6   p2          1751 non-null   object 
 7   p2_conf     1751 non-null   float64
 8   p2_dog      1751 non-null   bool   
 9   p3          1751 non-null   object 
 10  p3_conf     1751 non-null   float64
 11  p3_dog      1751 non-null   bool   
 12  dog_type    1751 non-null   object 
 13  confidence  1751 non-null   object 
dtypes: bool(3), float64(3), int64(2), object(6)
memory usage: 169.3+ KB
In [ ]:

Define

Quality problem 1 - Delete columns which are not useful for analysis

Code

In [147]:
image_prediction_clean.drop(['img_num',
                             'p1', 'p1_conf', 'p1_dog', 
                             'p2', 'p2_conf', 'p2_dog', 
                             'p3', 'p3_conf', 'p3_dog'],
                            axis = 1 , inplace = True)

Test

In [148]:
image_prediction_clean.shape
Out[148]:
(1751, 4)
In [149]:
image_prediction_clean.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1751 entries, 0 to 2073
Data columns (total 4 columns):
 #   Column      Non-Null Count  Dtype 
---  ------      --------------  ----- 
 0   tweet_id    1751 non-null   int64 
 1   jpg_url     1751 non-null   object
 2   dog_type    1751 non-null   object
 3   confidence  1751 non-null   object
dtypes: int64(1), object(3)
memory usage: 68.4+ KB

Merge archive_master_clean and image_prediction_clean on tweet_id

In [150]:
twitter_archive_master_clean = pd.merge(archive_master_clean , image_prediction_clean , how = 'left' , on = 'tweet_id')
In [152]:
twitter_archive_master_clean.head()
Out[152]:
tweet_id source text expanded_urls rating_numerator rating_denominator name dogs_stage year month day url favorite_count retweet_count jpg_url dog_type confidence
0 667405339315146752 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Biden. Biden just tripped... 7/10 https://twitter.com/dog_rates/status/667405339315146752/photo/1 7 10 Biden NaN 2015 11 19 https://t.co/3Fm9PwLju1 444.0 213.0 https://pbs.twimg.com/media/CUMZnmhUEAEbtis.jpg Saint_Bernard 0.381377
1 667435689202614272 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Ermergerd 12/10 https://twitter.com/dog_rates/status/667435689202614272/photo/1 12 10 NaN NaN 2015 11 19 https://t.co/PQni2sjPsm 293.0 81.0 https://pbs.twimg.com/media/CUM1OHCW4AEgGSi.jpg Rottweiler 0.999091
2 667437278097252352 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Never seen this breed before. Very pointy pup. Hurts when you cuddle. Still cute tho. 10/10 https://twitter.com/dog_rates/status/667437278097252352/photo/1 10 10 NaN NaN 2015 11 19 https://t.co/97HuBrVuOx 427.0 225.0 NaN NaN NaN
3 667443425659232256 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Exotic dog here. Long neck. Weird paws. Obsessed with bread. Waddles. Flies sometimes (wow!). Very happy dog. 6/10 https://twitter.com/dog_rates/status/667443425659232256/photo/1 6 10 NaN NaN 2015 11 19 https://t.co/rqO4I3nf2N 745.0 546.0 NaN NaN NaN
4 667453023279554560 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a> Meet Cupcake. I would do unspeakable things for Cupcake. 11/10 https://twitter.com/dog_rates/status/667453023279554560/photo/1 11 10 Cupcake NaN 2015 11 19 https://t.co/6uLCWR9Efa 297.0 84.0 https://pbs.twimg.com/media/CUNE_OSUwAAdHhX.jpg Labrador_retriever 0.82567
In [153]:
twitter_archive_master_clean.shape
Out[153]:
(1994, 17)
In [ ]:

Storing DataFrame

In [154]:
twitter_archive_master_clean.to_csv('twitter_archive_master.csv')
In [ ]:

Analyzing and Visualization

In [156]:
twitter_archive_master_clean.head(2)
Out[156]:
tweet_id source text expanded_urls rating_numerator rating_denominator name dogs_stage year month day url favorite_count retweet_count jpg_url dog_type confidence
0 667405339315146752 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Biden. Biden just tripped... 7/10 https://twitter.com/dog_rates/status/667405339315146752/photo/1 7 10 Biden NaN 2015 11 19 https://t.co/3Fm9PwLju1 444.0 213.0 https://pbs.twimg.com/media/CUMZnmhUEAEbtis.jpg Saint_Bernard 0.381377
1 667435689202614272 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> Ermergerd 12/10 https://twitter.com/dog_rates/status/667435689202614272/photo/1 12 10 NaN NaN 2015 11 19 https://t.co/PQni2sjPsm 293.0 81.0 https://pbs.twimg.com/media/CUM1OHCW4AEgGSi.jpg Rottweiler 0.999091
In [157]:
twitter_archive_master_clean.columns
Out[157]:
Index(['tweet_id', 'source', 'text', 'expanded_urls', 'rating_numerator',
       'rating_denominator', 'name', 'dogs_stage', 'year', 'month', 'day',
       'url', 'favorite_count', 'retweet_count', 'jpg_url', 'dog_type',
       'confidence'],
      dtype='object')
In [ ]:

Number of tweets vs Year

In [158]:
sns.set()
# setting the background of the figure

plt.figure(figsize = (8,6), dpi =105)
# we are plotting the figure by specifying the figure size and resolution

year_tweets = twitter_archive_master_clean.groupby('year')['tweet_id'].count()
# we are grouping by year to know the number of tweets made in particular year

plt.title('Number of tweets vs Year',fontsize=18)
# title for the graph

colors = ['r','b','g']
# setting the color for each portion of the piechart

plt.pie(year_tweets.values,labels=year_tweets.index,colors = colors,autopct = '%d')
# plotting piechart for the  years with respective color for their portion

plt.show()
# Display the figure

We see that 48% of the tweets are made in the year 2016,while 33% and 17% of the tweets in the year 2015 and 2017.

In [ ]:

Number of Retweets vs Month

In [159]:
sns.set()
# setting the background of the figure

total_retweets_by_month = twitter_archive_master_clean.groupby('month')['retweet_count'].sum()
# We are grouping by month and  retweet_count so that we get the total number of retweets in each month.

plt.figure(figsize=(15,10),dpi=140)
# we are plotting the figure by specifying the figure size and resolution

plt.xlabel('Month in which retweet was made', fontsize = 12)
# we are setting the label for x-axis  using specified  fontsize 

plt.ylabel('total number of retweets ', fontsize = 12)
# we are setting the label for y-axis  using specified  fontsize

plt.title('Total number of retweets made in each month',fontsize=18)
# we are specifying the name for the title of the graph

plt.plot(np.arange(1,13),total_retweets_by_month)
# we are plotting the line graph

plt.xticks(np.arange(1,13),rotation = 45)
# setting the tick labels for the x-axis at an angle of 45 degrees

plt.show()
# Displaying the figure

We see that most number of retweets were made in the month of December while least number of retweets were made in the month of September.

In [ ]:
In [ ]:

Top 10 Dog Breeds

In [169]:
sns.set()
# setting the background of the figure

plt.figure(figsize=(15,10),dpi=140)
# we are plotting the figure by specifying the figure size and resolution

top_10_dog_types = twitter_archive_master_clean.dog_type.value_counts()[:10]
# top 10 dog breeds 

c = plt.cm.prism 
# Linear segmented color map

plt.title("Top 10 Dog Breeds", fontsize=18)
# title for the graph

plt.xlabel('Dog count', fontsize=12)
# we are setting the label for x-axis  using specified  fontsize 


plt.ylabel('Dog Breed', fontsize=12)
# we are setting the label for y-axis  using specified  fontsize 


sns.barplot(top_10_dog_types.values, top_10_dog_types.index,
            palette=[c(0.1),c(0.2),c(0.3),c(0.4),c(0.5),c(0.6),c(0.7),c(0.8),c(0.9),c(0.99)])

# barplot of top 10 dog types with palette (colors to use for the different levels of the graph)

for i, v in enumerate(top_10_dog_types.values): # Enumerated object

    plt.text(0.8,i,v,color='k',fontsize=14) #plotting  text for each level

We see that golden retriever is the most common dog breed in this dataset.

In [ ]:

Various stages of Dogs

In [182]:
sns.set()
# setting the background of the figure

plt.figure(figsize = (8,6), dpi =105)
# we are plotting the figure by specifying the figure size and resolution

plt.title('Dog Stage',fontsize=18)
# title for the graph

dog_stage = twitter_archive_master_clean.dogs_stage.value_counts()
# various stages of dogs

colors = ['yellow','pink','orange','brown']
# colors for each portio of the donut plot

my_circle = plt.Circle((0,0),0.7,color ='white')
#create a circle with radius 0.7

plt.pie(dog_stage.values, labels=dog_stage.index, colors=colors,autopct = '%1.1f%%' )
# plotting donut plot with respective colors and their repective % (portion) to the data.

p=plt.gcf()
# Get the current figure.

p.gca().add_artist(my_circle)
# get the axes

plt.show()
# Display the figure

We see that most of the dogs are puppers i.e.69.3% while floofers are least i.e. 2.6% in the dataset.

In [ ]:

Highest favorite count Dog

In [203]:
favorite_count_dog = twitter_archive_master_clean.sort_values(by = 'favorite_count',ascending = False)
In [236]:
highest_favorite_count_dog = favorite_count_dog.loc[:,['favorite_count','jpg_url','dog_type','confidence']].head(1)
In [237]:
highest_favorite_count_dog
Out[237]:
favorite_count jpg_url dog_type confidence
1718 155583.0 https://pbs.twimg.com/ext_tw_video_thumb/744234667679821824/pu/img/1GaWmtJtdqzZV7jy.jpg Labrador_retriever 0.825333
In [246]:
response = requests.get('https://pbs.twimg.com/ext_tw_video_thumb/744234667679821824/pu/img/1GaWmtJtdqzZV7jy.jpg')
In [247]:
Image.open(BytesIO(response.content))
Out[247]:

We see that the highest favorite count dog is labrador retriever which is same as our prediction with 82% confidence.

In [ ]:

Highest Confidence Dog

In [264]:
confidence_dog = twitter_archive_master_clean.sort_values(by = 'confidence',ascending = False)
In [265]:
highest_confidence_dog = retweet_count_dog.loc[:,['jpg_url','dog_type','confidence']].head(1)
In [266]:
highest_confidence_dog
Out[266]:
jpg_url dog_type confidence
732 https://pbs.twimg.com/media/CUd5gBGWwAA0IVA.jpg komondor 0.999956
In [272]:
response = requests.get('https://pbs.twimg.com/media/CUd5gBGWwAA0IVA.jpg')
In [273]:
Image.open(BytesIO(response.content))
Out[273]:

We see that the highest confidence dog is komondor which is same as our prediction with 99.99% confidence.

In [ ]:

References

https://pandas.pydata.org/docs/getting_started/tutorials.html

https://seaborn.pydata.org/

https://medium.com/

https://towardsdatascience.com/

https://matplotlib.org/3.1.0/tutorials/colors/colormaps.html

In [ ]: